{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('3.0.3', '1.16.3', '0.21.1')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import math\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import sklearn\n",
    "\n",
    "matplotlib.__version__,np.__version__,sklearn.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn import metrics\n",
    "\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import ParameterGrid, train_test_split\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(222)\n",
    "X, y = make_classification(\n",
    "    n_samples=10000, \n",
    "    n_features=10,\n",
    "    n_informative=10,\n",
    "    n_redundant=0,\n",
    "    weights=[0.3,0.7],\n",
    "    class_sep=0.7,\n",
    "    flip_y=0.35) # the default value for flip_y is 0.01, or 1%\n",
    "X_train, _ , y_train, _ = train_test_split(X, y, test_size=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.11833617463992567, 0.6342)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.mean(),y.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(222)\n",
    "X, y = make_classification(\n",
    "    n_samples=10000, \n",
    "    n_features=10,\n",
    "    n_informative=10,\n",
    "    n_redundant=0,\n",
    "    weights=[0.3,0.7],\n",
    "    class_sep=0.7,\n",
    "    flip_y=0.0)\n",
    "_, X_test , _ , y_test = train_test_split(X, y, test_size=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.11833617463992567, 0.7)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.mean(),y.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline = Pipeline([\n",
    "    ('prep',MinMaxScaler()),\n",
    "    ('clf',SVC())\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## linear kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid1 = [\n",
    "    {\n",
    "        'clf__kernel': ['linear'],\n",
    "        'clf__C':[0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000],\n",
    "        'clf__gamma':['auto']\n",
    "    }\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2min 24s, sys: 1.5 s, total: 2min 26s\n",
      "Wall time: 2min 24s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "num_cols = 3\n",
    "num_rows = math.ceil(len(ParameterGrid(param_grid1)) / num_cols)\n",
    "\n",
    "# create a single figure\n",
    "plt.clf()\n",
    "fig,axes = plt.subplots(num_rows,num_cols,sharey=True)\n",
    "fig.set_size_inches(num_cols*5,num_rows*5)\n",
    "\n",
    "for i,g in enumerate(ParameterGrid(param_grid1)):\n",
    "\n",
    "    pipeline.set_params(**g)\n",
    "    pipeline.fit(X_train,y_train)\n",
    "\n",
    "    y_preds = pipeline.decision_function(X_test)\n",
    "    \n",
    "    # fpr means false-positive-rate\n",
    "    # tpr means true-positive-rate\n",
    "    fpr, tpr, _ = metrics.roc_curve(y_test, y_preds)\n",
    "\n",
    "    auc_score = metrics.auc(fpr, tpr)\n",
    "\n",
    "    ax = axes[i // num_cols, i % num_cols]\n",
    "\n",
    "    # don't print the whole name or it won't fit\n",
    "    ax.set_title(str([r\"{}:{}\".format(\n",
    "        k.split('__')[1:],v) for k,v in g.items() if \"gamma\" not in k and \"kernel\" not in k]),fontsize=15)\n",
    "    ax.plot(fpr, tpr, label='AUC = {:.3f}'.format(auc_score))\n",
    "    ax.legend(loc='lower right')\n",
    "\n",
    "    # it's helpful to add a diagonal to indicate where chance \n",
    "    # scores lie (i.e. just flipping a coin)\n",
    "    ax.plot([0,1],[0,1],'r--')\n",
    "\n",
    "    ax.set_xlim([-0.1,1.1])\n",
    "    ax.set_ylim([-0.1,1.1])\n",
    "    ax.set_ylabel('True Positive Rate')\n",
    "    ax.set_xlabel('False Positive Rate')\n",
    "\n",
    "plt.gcf().tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## polynomial kernel degree=2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid2 = [\n",
    "    {\n",
    "        'clf__kernel': ['poly'],\n",
    "        'clf__C':[0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000],\n",
    "        'clf__degree':[2],\n",
    "        'clf__gamma':['auto']\n",
    "    }\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 14 s, sys: 1.62 s, total: 15.6 s\n",
      "Wall time: 14.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "num_cols = 3\n",
    "num_rows = math.ceil(len(ParameterGrid(param_grid2)) / num_cols)\n",
    "\n",
    "# create a single figure\n",
    "plt.clf()\n",
    "fig,axes = plt.subplots(num_rows,num_cols,sharey=True)\n",
    "fig.set_size_inches(num_cols*5,num_rows*5)\n",
    "\n",
    "for i,g in enumerate(ParameterGrid(param_grid2)):\n",
    "\n",
    "    pipeline.set_params(**g)\n",
    "    pipeline.fit(X_train,y_train)\n",
    "\n",
    "    y_preds = pipeline.decision_function(X_test)\n",
    "    \n",
    "    # fpr means false-positive-rate\n",
    "    # tpr means true-positive-rate\n",
    "    fpr, tpr, _ = metrics.roc_curve(y_test, y_preds)\n",
    "\n",
    "    auc_score = metrics.auc(fpr, tpr)\n",
    "\n",
    "    ax = axes[i // num_cols, i % num_cols]\n",
    "\n",
    "    # don't print the whole name or it won't fit\n",
    "    ax.set_title(str([r\"{}:{}\".format(\n",
    "        k.split('__')[1:],v) for k,v in g.items() if \"gamma\" not in k and \"kernel\" not in k]),fontsize=15)\n",
    "    ax.plot(fpr, tpr, label='AUC = {:.3f}'.format(auc_score))\n",
    "    ax.legend(loc='lower right')\n",
    "\n",
    "    # it's helpful to add a diagonal to indicate where chance \n",
    "    # scores lie (i.e. just flipping a coin)\n",
    "    ax.plot([0,1],[0,1],'r--')\n",
    "\n",
    "    ax.set_xlim([-0.1,1.1])\n",
    "    ax.set_ylim([-0.1,1.1])\n",
    "    ax.set_ylabel('True Positive Rate')\n",
    "    ax.set_xlabel('False Positive Rate')\n",
    "\n",
    "plt.gcf().tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## polynomial kernel, degree=3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid3 = [\n",
    "    {\n",
    "        'clf__kernel': ['poly'],\n",
    "        'clf__C':[0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000],\n",
    "        'clf__degree':[3],\n",
    "        'clf__gamma':['auto']\n",
    "    }\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 13.1 s, sys: 1.34 s, total: 14.4 s\n",
      "Wall time: 13.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "num_cols = 3\n",
    "num_rows = math.ceil(len(ParameterGrid(param_grid3)) / num_cols)\n",
    "\n",
    "# create a single figure\n",
    "plt.clf()\n",
    "fig,axes = plt.subplots(num_rows,num_cols,sharey=True)\n",
    "fig.set_size_inches(num_cols*5,num_rows*5)\n",
    "\n",
    "for i,g in enumerate(ParameterGrid(param_grid3)):\n",
    "\n",
    "    pipeline.set_params(**g)\n",
    "    pipeline.fit(X_train,y_train)\n",
    "\n",
    "    y_preds = pipeline.decision_function(X_test)\n",
    "    \n",
    "    # fpr means false-positive-rate\n",
    "    # tpr means true-positive-rate\n",
    "    fpr, tpr, _ = metrics.roc_curve(y_test, y_preds)\n",
    "\n",
    "    auc_score = metrics.auc(fpr, tpr)\n",
    "\n",
    "    ax = axes[i // num_cols, i % num_cols]\n",
    "\n",
    "    # don't print the whole name or it won't fit\n",
    "    ax.set_title(str([r\"{}:{}\".format(\n",
    "        k.split('__')[1:],v) for k,v in g.items() if \"gamma\" not in k and \"kernel\" not in k]),fontsize=15)\n",
    "    ax.plot(fpr, tpr, label='AUC = {:.3f}'.format(auc_score))\n",
    "    ax.legend(loc='lower right')\n",
    "\n",
    "    # it's helpful to add a diagonal to indicate where chance \n",
    "    # scores lie (i.e. just flipping a coin)\n",
    "    ax.plot([0,1],[0,1],'r--')\n",
    "\n",
    "    ax.set_xlim([-0.1,1.1])\n",
    "    ax.set_ylim([-0.1,1.1])\n",
    "    ax.set_ylabel('True Positive Rate')\n",
    "    ax.set_xlabel('False Positive Rate')\n",
    "\n",
    "plt.gcf().tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## polynomial kernel, degree=4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid4 = [\n",
    "    {\n",
    "        'clf__kernel': ['poly'],\n",
    "        'clf__C':[0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000],\n",
    "        'clf__degree':[4],\n",
    "        'clf__gamma':['auto']\n",
    "    }\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 13.2 s, sys: 1.38 s, total: 14.6 s\n",
      "Wall time: 13.2 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "num_cols = 3\n",
    "num_rows = math.ceil(len(ParameterGrid(param_grid4)) / num_cols)\n",
    "\n",
    "# create a single figure\n",
    "plt.clf()\n",
    "fig,axes = plt.subplots(num_rows,num_cols,sharey=True)\n",
    "fig.set_size_inches(num_cols*5,num_rows*5)\n",
    "\n",
    "for i,g in enumerate(ParameterGrid(param_grid4)):\n",
    "\n",
    "    pipeline.set_params(**g)\n",
    "    pipeline.fit(X_train,y_train)\n",
    "\n",
    "    y_preds = pipeline.decision_function(X_test)\n",
    "    \n",
    "    # fpr means false-positive-rate\n",
    "    # tpr means true-positive-rate\n",
    "    fpr, tpr, _ = metrics.roc_curve(y_test, y_preds)\n",
    "\n",
    "    auc_score = metrics.auc(fpr, tpr)\n",
    "\n",
    "    ax = axes[i // num_cols, i % num_cols]\n",
    "\n",
    "    # don't print the whole name or it won't fit\n",
    "    ax.set_title(str([r\"{}:{}\".format(\n",
    "        k.split('__')[1:],v) for k,v in g.items() if \"gamma\" not in k and \"kernel\" not in k]),fontsize=15)\n",
    "    ax.plot(fpr, tpr, label='AUC = {:.3f}'.format(auc_score))\n",
    "    ax.legend(loc='lower right')\n",
    "\n",
    "    # it's helpful to add a diagonal to indicate where chance \n",
    "    # scores lie (i.e. just flipping a coin)\n",
    "    ax.plot([0,1],[0,1],'r--')\n",
    "\n",
    "    ax.set_xlim([-0.1,1.1])\n",
    "    ax.set_ylim([-0.1,1.1])\n",
    "    ax.set_ylabel('True Positive Rate')\n",
    "    ax.set_xlabel('False Positive Rate')\n",
    "\n",
    "plt.gcf().tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## polynomial kernel, degree=5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid5 = [\n",
    "    {\n",
    "        'clf__kernel': ['poly'],\n",
    "        'clf__C':[0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000],\n",
    "        'clf__degree':[5],\n",
    "        'clf__gamma':['auto']\n",
    "    }\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Fx+cxjpr4N4OvgMOccy/k8bkMv171QfwbVKU7TUu8KP8Wh9Q07xHAls65BVU8h8Nv+3m3cy5zO7uCSP3cPgZKnHMnhRFDKo6C5rpC5nGJD+Xf/NOYtdrj0Ji1SKkHRjiOxDf0qcye6+enHpO5dre6rKDs7eASKfWmthP+6t3a2AT/+j631kHlyMzuMbMjzWz/1BS+QcCYMN8IUr7GvxEUwkn41/3EAj2fRIPyb/j2Ah6oavEi4HZghZm1roaYKmRmR5vZuWZ2gJn1wG/Huh1++nqYCp3rCpnHJV6Uf/NEY9a80Ji1SGkGRoGZ2fZAndTNmc65zO3csj1mZ/zUU4CvnHO/5SGuYKXvY7fmVnFSBWa2OX7aGsCvzrmvC/S8T+HXg26Cv+IxArioGv5gWNu4gr/LX7o8Nq8ys02A5qmbi5xzn+bruSQalH/jI+M1+8Q5t6TMg6vvOQ8B/oVv+FkTPz19gHMuW/f7gil0ritkHpf4UP4tfhqzrhGXxqxFSgUMERERERERESl6WkIiIiIiIiIiIkUvctuoNmzY0DVr1izsMERECup///vfz865TQv1fMq1IpJEhc61oHwrIslU1XwbuQJGs2bNePfdd8MOQ0SkoMyswj3gq5NyrYgkUaFzLSjfikgyVTXfagmJiIiIiIiIiBQ9FTBEREREREREpOipgCEiIiIiIiIiRU8FDBEREREREREpeipgiIiIiIiIiEjRUwFDRERERERERIqeChgiIiIiIiIiUvRUwBARERERERGRoqcChoiIiIiIiIgUPRUwRERERERERKToqYAhIiIiIiIiIkVPBQwRERERERERKXoqYIiIiIiIiIhI0VMBQ0RERERERESKngoYIiIiIiIiIlL0VMAQERERERERkaKnAoaIiIiIiIiIFD0VMERERERERESk6KmAISIiIiIiIiJFTwUMERERERERESl6eStgmNlDZjbXzD4u4+tmZneY2Vdm9qGZ7Z6vWEREREREREQk2vI5A2MI0KWcr3cFtkt99AbuyWMsIiIiIiIiIhJh6+TrxM6518ysWTmHdAcedc454C0z29jMGjvn5uQrJhGR6jCsZCavv/wezZo25KJeHcMOR0QkloaVzOSF/33L5j98S509d+Pqw3YMOyQRkdgZVjKTkVNn02zm59T+y55Fn2vzVsDIwRbArMDt71L3rVHAMLPe+FkaNG3atCDBiYikE3qmn979kMeGX8myrbeBXm+GEFl+KNeKSBjKyrVTv5jD3SNvpP3sadx139gQIssf5VsRKaSy8ixAyTfzOPWdEVz58gM8dfFtoALG2nPO3QfcB9CmTRsXcjgiEiMVJXSAds0brL6v+czPuW/4Jay3Tk3Wf/jugsRYKMq1IpIvlc21GyxZyPOjr2OH6R9g99xD/xP2KUichaJ8KyLVqbwcC9nzLADOcduHT3Pky4/A0UdzzDV98xlmtQizgDEb2DJwu0nqPhGRvEsn+jITeuq+7q234Lh2qatjr70GF50L9TeGCROgRYtChiwiEjlVyrU//QRdusA3H8MTT0DPnoUMWUQkckZOnc20OQto1bhu1q+vkWcBSkvh7LPhxUfgtNPg3nuhZs0CRVx1YRYwRgH9zOxJoB0wX/0vRKS6lVWRDg6m10joZXn5Zdh8c1+8aNKkukMVEYm0bPm2Srn288/hm29g1Cjo2jUfoYqIRFa2XJsuXgzv0z73E82fD5MmQf/+cNNNYFbNkeZH3goYZvYEsB/Q0My+A64G1gVwzt0LjAUOAb4CFgN/z1csIpJMw0pmctnzHwFrXvWr1GB6/nyoVw+uvhrOPx/qZq9ui4gkUXmzLKqUazt2hBkzlGtFJPEqKgyntWpcl+6tt8jtpEuW+JkW9evD229HLtfmcxeSYyv4ugPOytfzi0gy5LKu+l9H7Jzb4Dmbu++Ga66BN96AbbaJXJIXEakOufawyLlYkem99/xsi9tug169lGtFJJEyc+1aF4YzzZ8Phx0GW24Jjz8eyVwbiSaeIiKZqrSuujKcg3/+E6680if6zTdf25BFRCKpvNls6fuqnGsBJk/2ebZBA2jbdm1CFRGJlIoKFmudX4PmzoXOneGTT+Cs6M4jUAFDRCInczBdbYk9rbQULrwQ/vMfOOEEePBBWHfd6ju/iEgEZBaK12o2W1lGj4ZjjoHmzWH8ePUXEpHYCxYt8lqwCPr2Wzj4YJg1y/cX6tKles9fQCpgiEhRK2/tX14G0+CXjfznP74z88CBUKNG9T+HiEgRqbYGnJXxxRdwxBGw227w4ovQsGH1nl9EpIhkmz2ct/waVFoK3brBjz/6RvQdOuTvuQpABQwRKVplTVvOe7I/9VSoXRv+/vfIdGQWEamq0HJtixbw0EPQo0ck12GLiFSkrNkWeS9aBNWoAffcA3XqwK67FuY580gFDBEpKtkSfd5mWgT9/jtcdhlcf73vgn/KKfl9PhGRkBVkiUgm5/x2fQcc4PtdnHhifp9PRKTAyipaFLxwMXkyfPABnHOO390pJlTAEJHQhZ7of/nFd79Pd8E/5JD8Pp+ISEhCvRpYWuq3or79dj+gVsNOEYmR0JaIZDNqlO8vtM02cPrpsMEGhX3+PFIBQ0RCEXrRIm32bN/U6Ouv4bnnVLwQkVgpr8N9QfPtypVw2mnwyCNw7rl+u1QRkZjIe4P5ynjsMb8MevfdfX+hGBUvQAUMESmwoqpOf/UVdOoE8+bBSy/BfvsV9vlFRPKkrK2mQ8m3y5ZBz54wciRcey1ccYX6C4lIbASLFwVZileeQYP8DLcDDoARI3zfi5hRAUNECqaoqtMAtWrBJpvAM89AmzbhxSEiUo2KLtfWrOmbyA0aBP36hReHiEg1Ca1nW0XWXdfv7jRsGKy/frix5IkKGCKSd6E0iivPp5/C9ttD06bw7ru6EigisVB0ufaXX2DFCthsM3j2WeVaEYmFzCJx6IXi0lL47DNo1QrOOAP69Il1vlUBQ0TyJtsU5tCvBL70Ehx5JFxyCVx1VawTvIgkR9HNuvjuO99fqE4deOst5VoRiYWiWi4Cvr/Qqaf62cQffwzNm8c+36qAISJ5UXSDaYDhw+GEE2DHHX2FWkQkBopuQP3ll3DQQb6/0OjRsR9Mi0j8Fd0MN4ClS31/oVGj4LrroFmzcOMpEBUwRCQv0usCiyLBA9x3ny9adOzoB9T16oUdkYjIWiu64sXUqdC5s5/S/Oqrvgu+iEgEhbrtdEUWLIDu3X2evfNOOOuscOMpIBUwRKTaBBP9tDkLaNe8QfgJHvxWqeedB127wtNPQ+3aYUckIrJWivJqoHN+EL3eejB+PLRsGW48IiJVUFQ75pXlrrtgyhQYOhR69Qo7moJSAUNE1kpZ1elWjevSvfUWYYb2hy22gNdeg1139d2ZRUQiJphroQivBoJfKvLUU7BqlW+SLCISEUU92yKbiy6CAw+Etm3DjqTgVMAQkSop+ur0qlVw5pnQrp1vbqRtUkUkojJ7CqX/LZp8++STfmneo4/6grGISIQU3a4iZfniC+jdGx5/3OfaBBYvQAUMEamkotxZJNOyZXD88b4j82abhR2NiEilZbsaWBTLRDLdey/07ev7Cy1ZAhttFHZEIiIVikyOTXv/fd9fyDn46adEF4tVwBCRnESicAGwaJHfJnX8eLj1Vjj//LAjEhGplEhcDXQObrgBLr8cunXzS0c22CDsqEREylX0M4izmTLF59l69WDCBNh++7AjCpUKGCJSoaLcEjWb5cv91n0lJfDgg3DKKWFHJCKSs6JszFmWa67xH716wcMPq7+QiBS9yIxng157zc+82GorX7zYcsuwIwqdChgiUqZIDaYBatXyW0pdeKGfhSEiEgGRmeEWdPDBsHAh3Hwz1KgRdjQiIuUqui2nc7XzznD00X5W8aabhh1NUVABQ0SyilSVevp0+Pln38zo4ovDjkZEpFJGTp29euvpos61y5bB2LFwxBGw117+Q0SkSEWuz0XQiBHQpQvUr+8bJMtqKmCIyBoiVaX++GN/JXDDDeHTT2EdpTURiYb04HranAW0alyX4X3ahx1S2RYu9IWLSZPgww9hp53CjkhEZA1lbYda9AXiNOfgX/+CK66Am27y26XKn2ikLyKrRW7JyFtvwSGH+MZxI0aoeCEikVDWkpGiNW+ez7Xvvuv7Xah4ISJFJpLNOTM5B/37++Uixx8P//hH2BEVJY32RRIsWKUGorX+euJE6NHDb5M6YQI0bx52RCIiZSrrqmDR59rvv/cN5L74wm9N3aNH2BGJiKwWyR5C2axcCX36wEMPwdlnw8CB6i9UBhUwRBIoW7JP/xuZpP/QQ7DNNjBunC9iiIgUmchPZQZ45RX49lt48UU44ICwoxERAWJUuEibOdPPJr76av9hFnZERUsFDJGEiVRzzmyWLoX11/fTmJcsgY03DjsiEZE1ZObayOXbdK7t1Qs6dYJGjcKOSEQkfoWLpUthvfVg661h2jTl2hyogCGSIJFqzpnNrbfCkCF+T+z69X3CFxEpMpHPtW++6bftGz4cOnTQgFpEikZkdm3KxS+/+P5C3brBlVcq1+ZIC2tEEiLSA2rn4PLL4cILoVUrv+OIiEiRSi8biVyuBRg/3s+42GAD2KKIG4uKSOIMK5lJyTfzVu/aFLn8GvT997DvvvDBB7DLLmFHEykqYIgkQKSLF6tWQd++fkup3r1h2DCoVSvsqEREskoPsNs1bxCtXAu+SWe3brDttjBlCjRrFnZEIiKrpYvDRb1rUy6+/trPbkv3F+rePeyIIkVLSERiKlvzuMgVLwCuugruvRcuvhhuuEFNjUSk6GTLt5EbYE+ZAj17Qvv28MIL6i8kIqHL3C0vvXQkcmPZoMWL/cyLpUvh5Zdhzz3DjihyVMAQiaHIN48LOussaNIEzjwz7EhERNYQm3y7116+SNyvH9SuHXY0IpJwmbkVoFXjutErDmeqXRtuuQV23dUvi5ZKUwFDJIYivf4a4Lff/P7XV1wBm2+u4oWIFKVIL88D31/ollvguON8ofiii8KOSEQk+rk1m/HjYdkyOOwwOPbYsKOJNBUwRGIkPdUu0lPsfvwROnf2W0l17Qrt2oUdkYjIn2Ru4xfJAfaqVX6G2+DBsHy5LxiLiIQslsWLp5/2W1LvsQcceijUUBvKtaEChkgMlLUnduTMmAEHHeQ7M48ereKFiBSVsnJt5AbYy5fDCSfAU0/BpZf6XZ5EREKQ2eci0oXhbO6/H/r08U07R49W8aIaqIAhElHZmsZFdjANfsbFwQfDokUwYYJfjy0iUgRiU7gAn2OPOgpeegluvhn69w87IhFJkLIKFuk+F5HOr5luugkuucTPKH7mGfUXqiYqYIhEUGyaxgX9/jusvz6MHav9sEWkKMSqcJG2YgXMneuvCp52WtjRiEjCpJc6t2pcF4hJXs3GOZg1y+/u9OijUKtW2BHFhgoYIhETu7WBM2dC06Z+uchnn8E6SksiEr7MQnHkB9hz50KdOn571JIS5VoRKbhhJTMp+WYe7Zo3YHif9mGHkx+rVsGcOb4x8h13+EJGzZphRxUrWoQjEiGxK16MHAktWsDjj/vbGlCLSBHIzLXD+7SPdr6dMcOvvz7lFH9buVZECiyYVyPZpy0Xy5f7HUbat/c76tWooeJFHqiAIRIRsStePPoo/PWv0Lq1XxsoIlIEYpdrp03zxYtffoFzzgk7GhFJoNjl1WwWLYLDD/c7jpx3np/tJnmhErxIBMQu8d9+u0/unTrB88/DRhuFHZGISPxy7dtv+wJxrVoweTLsvHPYEYlIgsRiy+lc/Pqr3x61pAQefPCP2W6SF3ktYJhZF+B2oCbwgHPuxoyvNwUeATZOHXOJc25sPmMSiZrYDajff98XL448EoYNg/XWCzsiERGA1Z3xY5FrV6zwzeM23tjv7LT11mFHJCIJErs+QuW59FL43//87Isjjww7mtjLWwHDzGoCdwEHAd8B75jZKOfctMBhVwBPOefuMbNWwFigWb5iEomS2Fatd9vNb9934IFahy0ioQtu6TdtzgLaNW8Qj1y77rrw3HOw2WbQuHHY0YhIgsTu4ltFbr4Zjj8eOnYMO5JEyOdfD21V0rdkAAAgAElEQVSBr5xz0wHM7EmgOxAsYDigburzesD3eYxHJBJiu21f375wwgmwzz7QuXPYEYlIwmXLta0a141+c7khQ/zuTldd5QvGIiIFEtuLb9l88glcey08/DDUraviRQHls4CxBTArcPs7oF3GMQOA8WZ2NrAh0CmP8YgUtVgWLgCWLPHTmEePhpYtfQFDRCQksc21AAMHwj/+AQcdBCtXapabiBRMopaMlJTAIYf4ZdDffw/bbht2RIkS9jvbscAQ59ytZtYeeMzMdnLOlQYPMrPeQG+Apk1j+h9BEi22SX/BAt+R+bXX4O674cwzw45IyqFcK3EX21zrnJ9xcf31cNRRMHSoihdFTvlW4iRRS0YmToQePaBRI/958+ZhR5Q4+Xx3mw1sGbjdJHVf0KlAFwDn3Jtmtj7QEJgbPMg5dx9wH0CbNm1cvgIWKbRYT7WbPx8OOAA+/BAef9zviy1FTblW4irWuRb8rIvbb4dTT4XBg6FmzbAjkgoo30qcxKoBcnleeAH++lfYfnsYN079hUKSzwLGO8B2ZtYcX7j4G3BcxjEzgQOBIWa2A7A+8FMeYxIpGrG9EphWp45ff33ddX6anYhICGKfawH22AP694ebbgKzsKMRkYRIF4dj1QC5PC1aQJcuvu9FgwZhR5NYeStgOOdWmlk/YBx+i9SHnHOfmNm1wLvOuVHABcD9ZvYPfEPPk51zqkJLrMX+SuDnn8MGG0DTpvDAA2FHIyIJFftcu2SJ37avY0ffIFlEpEDK6iUUWxMn+t3zWrSAkSPDjibx8rpA0jk3Fr81avC+qwKfTwM65DMGkWIS+yuB773nK9MtW8LkyboSKCKhCV4VjF2unT/f9xd65x2YPt1vlSoiUgCxH8sGOQdXXgn//KdfDn1c5mICCYM6PInkWbpKDcT3SiD4Rp3dukH9+n7mhYoXIlJAwVwLMG3OAlo1rsvwPu1DjCoP5s71heKPPvLNOlW8EJECiP2stkylpXD22b4J/Wmn+R31pCiogCGSR5lV6thWqseM8Z3vmzWDCROgSZOwIxKRBMnMtQCtGteN35TmmTP9FqmzZsGoUdC1a9gRiUgCJGrWBcCKFXDyyTBsGFx0Edx4oy7MFREVMETyJDFbSpWWwrXXwo47wksvQcOGYUckIgmSmFwLvnHcjz/6QnEHrcAVkfxK3KyLtP/9D55+2hcuLr447GgkgwoYInmQmAH1qlV+u74XXoD11oO6dcOOSEQSJhHb96Vz7ZVXwoknQvPmYUckIjGXuFkX8Eeu/ctf4LPPYOutw45IslABQ6QaJaZS7ZxvaPTmm/D887DppmFHJCIJEux3Efvt+yZPhjPOgLFjfeFCxQsRyaPEjGUz/fgjHHqon3Fx9NEqXhQxFTBE1lK2Jp2xrlSXlsIFF8DAgf5KYI0aYUckIglQVq6NZa+LtNGj4ZhjfNGiVq2woxGRmEvkrAuAb7/1/YVmz9Zs4ghQAUNkLSSmSWfaypVw+ukwZAiccw785z8qYIhI3iUu14LfYeTkk2H33f3sC/UXEpE8SeysC/BLRQ46CBYu9P2F9tor7IikAipgiFRRYvpcBJ15pi9eXHONX4utjswikmeJzLXPPw8nnAD77w8jR0KdOmFHJCIxlFm4SERxOGjOHNh7b9/3YvJk2GWXsCOSHKiAIVIFiRxQgy9g7LYb9O0bdiQikgCJzbWdOsEll8DVV8P664cdjYjEUGKXiwRttplfFn3UUbDttmFHIzlSAUOkEhI5xe6XX+CZZ6BPHz+Veffdw45IRGIukbm2tBTuvBNOPdXPuLjhhrAjEpEYS8QOTmUZPRq22srPuLjkkrCjkUpSAUMkB4mdYvfdd3DwwTB9ul8fqI7MIpJHic21K1f6wsWjj8IGG/heQyIieTKsZCYl38yL9w5OZXn0UTjlFL/jyMiRYUcjVaAChkgORk6dvXqrvkQMpgG+/NIXLebNg3HjVLwQkbxLZK5duhR69oRRo+C66+C008KOSERiKrNIHNsdnMpyxx1w7rlwwAG+UbJEkgoYImUIbtk3bc4CWjWuy/A+7UOOqkCmToXOnf2U5ldegT32CDsiEYmpROfaBQugRw+fZwcNgn79wo5IRGIosbPb0pzzDeivucbn3CeeUH+hCFMBQySLzMZGrRrXTVaV+rPPfGIfNw5atgw7GhGJqcTn2p9/9rPdhg6FXr3CjkZEYkjNOvHL9N54w29Nff/9sI7+BI4y/fREMiS26z34wXTDhvC3v8Hhh0Pt2mFHJCIxlehc+8sv0KCBX5r3+efKtSKSF4nOswArVsCiRbDxxr7fxXrrQY0aYUcla0k/QZEMie3KPHw4NGsGU6b42xpQi0geJTbXfvml383p6qv9beVaEalGw0pm0nPwm/Qc/GayixdLl/rtUTt39oWMDTZQ8SIm9FMUCUhsV+bBg+HYY/2gepddwo5GRBIicbl26lTo2BEWL/brsEVEqlm6GTL4HJvI4sWCBdC1q98u9aSTYN11w45IqpGWkEjiBRvIJa4rs3Nw001w6aV+O6mnntLVQBHJi2CuhT8adibG669Dt25Qty6MH6/+QiJS7YIX4hLTDDnTTz/54sUHH/j+QscdF3ZEUs1UwJBEy2xslLjmRmPG+OLFccfBkCGqUItIXmTmWiBZDTt/+80XLxo1ggkToGlC3mNEpGCCeTYxuTWbk0+GTz6BESP8xTmJHRUwJLES39gIfGIfOtQvH9G6QBHJA+VafAO5J57wW1L/3/+FHY2IxES2WcSJzbNpgwbB7Nmw995hRyJ5or9YJHHSzY0SO6Betgz69oXp08HMb92n4oWI5EHiixeDB/sGyeCnNKt4ISLVSP0uUt5/Hy64AEpL/e5OKl7EmmZgSOKkk33ilosALFwIRx7ppzDvsYdP8iIieZDo4oVzcOONcNllPucec4wvGIuIVIP0zIt0L6HE9rsAv3tet25Qrx707w+bbRZ2RJJnKmBIoiS6udG8eX7JyNtvw8MP+zWCIiJ5kPjiRf/+cOutfobbww+reCEi1SJduEgvF0lfjEusMWP8VqnNmvnmyCpeJIIKGJIo6XWCiUv2P/wABx0EX3wBzz6r7ftEJK/SuTZxxYvSUjj9dHjoIejXD26/XUv0RKRaZDZDTtws4kxPPgknnAC77govvgibbhp2RFIgKmBIIgSn2rVr3iB5CX+jjXxVeuBAOPDAsKMRkZhKfK6tUcMPoq+6CgYM0MwLEakWiZ7VVpaGDf2Y9qmn/PbUkhg5FTDMrBbQ1Dn3VZ7jEal22SrWifHZZ9CkiS9gjB+vwXSCKY9LviU61y5cCN99By1bwg03KNcmnPKtVJfMJSOJL144B++95/u4derkCxjKt4lT4bxGMzsU+AiYkLrd2syez3dgItUhs2I9vE/75CT+t96CvfaCM8/0t5XgE0t5XPIt0bl23rw/BtKLFyvXJpzyrVSXdF5N925T8cLBhRdCmzbw+uv+PuXbRMplBsa1QDvgFQDn3FQz2zavUYmspcRXrCdMgCOO8MtGrr027GgkfMrjkheJz7Xffw+dO/v+QsOHQ+3aYUck4VO+lbWmJSMZVq6E3r19U+Szz/YX6CSxcilgrHDO/WZ/rnC5PMUjstYS3+To2Wfh2GNhhx1g3Dh1ZBZQHpc8SHyu/fpr3xz5p598A7kDDgg7IikOyrdSJemCMJDconA2S5fCccfB88/73kJXXaWZFwmXSwHjUzM7BqhhZs2Bc4C38huWSOUo6acsWQLnnQd77gkvvAD164cdkRQH5XGpFsq1AddeCwsWwMsv+5wr4infSqVlFoQTWRQuy+jRvngxcCCce27Y0UgRyKWA0Q+4CigFngPGAZflMyiRXGXbDzuxSd852GADmDQJttgCNtww7IikeCiPy1pRrg1wzl/9u/tumD0bWrQIOyIpLsq3krPEL8MrTzrXHn00vP8+tG4ddkRSJHIpYHR2zl0MXJy+w8yOxCdlkYLLdgUwsQNp8An+8sth2TL49781mJZslMel0pRrsxg/Hv71Lxg1ym/bp3wra1K+lZwFt51OdG7NNHu2L1wMGuR3HFHxQgJyKWBcwZpJ9/Is94nknabYZVi1Cs46CwYP9s2N0tVqkT9THpdKSw+sWzWuq1wL8Mwzfh12q1Z+uV7dumFHJMVJ+VZyMqxk5uodRob3aR92OMXjq698f6Gff4bffw87GilCZRYwzKwz0AXYwsxuC3ypLn5anEjBpa8GaoodsHw5nHii73x/ySX+qqCKFxKgPC5VpYF1hgcegD59oH17319o443DjkiKjPKt5Cpz2Uj31luEHFER+fBDOPhgv+vIK6/4LVNFMpQ3A2Mu8DGwFPgkcP/vwCX5DEokUzrZp6fZJb544Rz07AkjRsBNN8FFF4UdkRQn5XGptOBMNw2s8cWL00+HLl38Lk/aKlWyU76VcmXrJZT4mW1Bn34K++7re7i98orfTU8kizILGM6594H3zexx59zSAsYk8ifZtupLPDM4/ng45BA/sBbJQnlcKkPN5MrQqROcfbbvMVSrVtjRSJFSvpWKqN9FBbbdFnr1gv79Yautwo5GilguPTC2MLN/Aq2A9dN3OufUuUryLli80GAa+PFHePttOOww+Otfw45GokN5XCqkwXXAqlXw2GN+mV6zZnDHHWFHJNGhfCtr0LK8coweDW3bQqNGcOedYUcjEZBLAWMIcD3wb6Ar8HfA5TEmEV0JzGbGDN/U6Kef4JtvoH79sCOS6BiC8riUIbhEr1XjuhpcL18OJ5wATz0FDRtCt25hRyTRMgTlWyH7Tk6aRZzh/vt9f6HeveHee8OORiKiRg7H1HbOjQNwzn3tnLsCn5BF8iZ4JVDFC2DaNOjY0XdkfvFFFS+kspTHJav0LLeSb+bRqnFdDa4XL4bu3X3x4pZbVLyQqlC+lT/lVkDj2WxuuskXLrp2hdtuq/h4kZRcZmAsM7MawNdmdgYwG6iT37AkyTTNLsM77/jkvu668NprsPPOYUck0aM8LmvQEr0Mv/3mCxZvvukbd556atgRSTQp3yaccmsFnPO75918Mxx7LDzyiB/jiuQolwLGP4ANgXOAfwL1gFPyGZQkl7rfZ/Hii1C3LkyYANtsE3Y0Ek3K47IGbUud4ZNP4KOP/OwL9RiSqlO+TTjl1gosWAAjR8KZZ/qeFzVyWRAg8ocKCxjOuZLUp78DJwCYWU5/WZpZF+B2oCbwgHPuxizHHAMMwK8P/MA5d1xOkUvsqGKdYeFC2GgjuPJK3wFfy0akitYmj0s8BWe6Kdemcm2HDr6/UIMGYUckEaZ8K4ByazbLlvld9OrV8zPdNt7Y3xappHJLXma2p5n1MLOGqds7mtmjQEl5j0sdWxO4C7/urxVwrJm1yjhmO+BSoINzbkfgvKp9GxJ1Kl5keOQR2G47+Oorn9xVvJAqWps8LvEzrGQmPQe/qZluaZ98Ai1bwtCh/raKF7IWlG+TLZ1fp81ZEHYoxWfRIjj8cDj5ZL+EpH59FS+kysosYJjZDcDjQC/gJTMbALwCfADkshVUW+Ar59x059xy4Emge8YxpwN3Oed+BXDOza30dyCRljmYVvECGDjQJ/idd4bNNgs7GomwasjjEiPBpnJqKIffknqffaC0FFq3DjsaiTjlWwnu5pT44nDQr7/6XfQmToROnVS4kLVW3hKS7sCuzrklZtYAmAXs7JybnuO5t0g9Ju07oF3GMS0AzOy/+GUmA5xzL2WeyMx6A70BmjZN8GArZoKzLto1b0D31lskezDtHFx9NVx3nV9//fjjsN56YUcl0VapPK5cG1+a5ZZh0iS/20ijRr6/0NZbhx2RRJ/ybYKpAX0Z5syBzp3h88/h6afhyCPDjkhioLwCxlLn3BIA59w8M/uiEsWLyjz/dsB+QBPgNTPb2Tn3W/Ag59x9wH0Abdq00V7aMaEmRxnuv98XL045BQYPhnVy6bErUq5K5XHl2vhSvg2YPh0OOQRatIDx46Fx47AjknhQvk2YYSUzV+fW9HapmnkR4Jzf2Wn6dBgzxs++EKkG5f2FtLWZPZf63IDmgds45yoqoc0GtgzcbpK6L+g7oMQ5twL4xsy+wBc03skleIkuNZDL4vjjYeVK35VZ0+ukeqxtHpeISw+wp81ZoHybtvXWcM890KOHel5IdVK+TZDMWcSaSZyFmV8WXasWtMuchC9SdeUVMDL3ELuzkud+B9jOzJrjCxd/AzJ3GBkBHAs8nGp41AKo7lkeUoTSFevEV6qXLIGrroIrrvBdmfv2DTsiiZe1zeMScVqTHTBokB9Et23rZ7qJVC/l24TQkrwKlJTAO+9Av36w995hRyMxVGYBwzk3aW1O7JxbaWb9gHH4/hYPOec+MbNrgXedc6NSXzvYzKYBq4D+zrlf1uZ5pbjpamDA/Pm+I/OUKbDXXnDEEWFHJDGztnlcok1rslOc84Xi66+H007zBQyRaqZ8mwwqXlRg4kQ/u61xY/j732HDDcOOSGIor4vsnXNjgbEZ910V+NwB56c+JAF0NTDlp5+gSxf48EMYNkzFCxGpVsFBdqJzbWkpnHMO3HUXnHoq3Htv2BGJSESpeFGB556DY4+F7beHceNUvJC8UZdAKRhdDUyZORMOPtj/O3KkbyYnIlJNNMhOWbHCb0k9bBj07w833aT+QiJSaenZw+lGnYnOq2V56CE4/XS/TG/MGKhfP+yIJMZyLmCY2XrOuWX5DEbiS1cDM6y7ru9+37Fj2JFIgiiPx5+KFwFmsGgR3HADXHJJ2NFIwijfRl9m4UKNOsuxbJnfZeS55zTzQvKuwgKGmbUFHgTqAU3NbFfgNOfc2fkOTuJBA+qUr77y3e+bNoUPPoAaNcKOSBJCeTw5tF0qvr/Q0qXQqJEfTCvXSgEp38ZD5i4jKlxk4Zwf2263nd9Br08f5VspiFx+y+4AugG/ADjnPgD2z2dQEh8qXqS89hrsvjsMGOBvK8FLYSmPx9ywkpn0HPymGiTPnQv77w/duvn+F8q1UnjKtxGXOXYd3qd9cnNqWUpL4ayzoHVr+PJLf5/yrRRILktIajjnvrU/rxtdlad4JCa0XjBgzBg46iho1gx69w47Gkkm5fGYKmuKcyLNnAkHHQSzZmnmhYRJ+TbiNJOtAitWwEknwRNPwMUXw7bbhh2RJEwuBYxZqelwzsxqAmcDX+Q3LIm64FapiZ529/jjvolc69bw4ovQsGHYEUkyKY/HlHJtymef+eLF77/DhAnQoUPYEUlyKd9GVLognPiZbOVZvBiOPhrGjoUbb/QFDJECy6WAcSZ+OlxT4EdgYuo+kXK1alw32buN/Pijn3Gx995+t5E6dcKOSJJLeTzGEp9rnfNrr1esgMmTYdddw45Ikk35NmI0k60S7rrLX5C77z6/64hICHIpYKx0zv0t75FIbAS3S020Ro1g0iQ/+2L99cOORpJNeTyGlGtTzPxWqYsX+2ZyIuFSvo0YzWSrhPPPh/bttYuehCqXBaLvmNlYMzvJzHQJWcqV+O1SS0vhggv8ftgAf/mLihdSDJTHYybxuRZg9Gi/DnvVKthiCxUvpFgo30ZQeiabihdZfPstdOkCs2dDzZoqXkjoKixgOOe2Aa4H9gA+MrMRZqbKsqwh8TuOrFwJp54Kt90GH38cdjQiqymPx0vicy3A0KFwxBEwbRosXBh2NCKrKd9GS3omm5Ths898weKtt3wBQ6QI5NSi2zn3hnPuHGB3YAHweF6jkkhJb9+X6AH10qW+qdGQIXDNNXDrrWFHJPInyuPxoOIFMGgQnHAC7LsvvPwy1KsXdkQif6J8Gw2ayVaBd9/1fdzS/YXatg07IhEghx4YZrYR0B34G7ADMBLYK89xSUQEk39i1w6uXAmHHuoH0nfcAWefHXZEIn+iPB4PKl4At9wCF10EPXr4Lfy0RE+KjPJtdGi71HKUlPidnTbZxO/spK1SpYjk0sTzY2A0cLNzbkqe45EI0WA6ZZ11oFMn+Pvf4fjjw45GJBvl8YhTvk3Zay844ww/C2OdXIYwIgWnfFvktF1qDrbbDrp29cuit9DsFCkuubz7b+2cK817JBIJ6aQPrF4zmNjB9HffwQ8/QJs2cOmlYUcjUh7l8QhSvk1ZuRLGjfMz3Tp08B8ixUv5tsilixetGtfV0pFML70E++0HDRrA8OFhRyOSVZkFDDO71Tl3AfCsmbnMrzvnjsxrZFJ0MpeLJHbJCMCXX/qpdQBffAG1aoUbj0gWyuPRlC5cpIsWic63S5dCz54wahS89x7stlvYEYlkpXwbDcHtp4f3aR92OMXl9tvhvPPg2mvhyivDjkakTOXNwEiX3e4sRCBS/LRWMOWDD6BzZ79130svqXghxUx5PIKCU5sTWbRIW7AAuneHV1+FO+9U8UKKnfJtkVPTzjI45xvQX3ON392pf/+wIxIpV5kFDOfc26lPd3DO/SkZm1k/YFI+A5PiEqxYJ3YwDfDf//ppzHXq+EF1y5ZhRyRSJuXx6GrVuG6yrw7+/LNff/3++37L1F69wo5IpFzKt8VNfYTKUFrqZ10MGgQnnwz336/+QlL0cvkNPYU1q8mnZrlPYibb+uvEV6zvuQcaNfIdmZvqzU8iQ3m8yAXzbXptdqJNmAAffwwjRkC3bmFHI1IZyrdFSLOIyzBrli8S/+Mf8O9/Q40aYUckUqHyemD0xG8B1dzMngt8qQ7wW74Dk/AFmxwlfirz8uV+qciDD/ppzZtuGnZEIhVSHo+GzP5CiW4sl861xx4Le+8NTZqEHZFITpRvi5dmEWexfDmsuy5stRV89BFsvjmYhR2VSE7Km4HxNvAL0AS4K3D/78D7+QxKwqcmRwGDB8Pdd8Mrr/iuzCpeSHQojxc5TWsOmDrVr78eOtTvNKLihUSL8m0RUt+LLBYsgMMPhwMP9M06tU2qREx5PTC+Ab4BJhYuHCkGSvYpzsGNN8Jll/m+FxtsEHZEIpWiPF7cVLwIeP11n2fr1YOGDcOORqTSlG+Lk5aOZPjpJ99f6IMPoE+fsKMRqZLylpBMds7ta2a/AsHtoAxwzrkGeY9OCipz675EJ3vn4OKL4ZZb4LjjYMgQP9VOJEKUx4uXihcBY8fCUUf5vkITJsCWW4YdkUilKd8WHy0dyTBrFhx8MMyY4fsLHXpo2BGJVEl5S0j2T/2rSyEJoa37Aq6/3hcv+vb1nZnV1EiiSXm8CKl4EVBS4rdK3WUXvy21luhJdCnfFonMC3KJnk2ctnQp7Lef3+Fp/HjfY0gkospbQlKa+nRL4Hvn3HIz6wjsAgwFFhQgPikQ9bzIcOqpULs2nH++mhpJZCmPFx8VLzK0aQMDBsDZZ0PdhO+8IpGmfBu+zMKFLsgFrL8+XHsttGoFu+0WdjQiayWXbVRHAHua2TbAw8ALwDBA+5rFgKrUAQsXwh13wEUX+W7MF1wQdkQi1UV5PGRaohfgHNx5p2/Y2aQJXH552BGJVCfl2xBk7uakwkXKlCm+aeehh0KvXmFHI1ItcilglDrnVpjZkcAg59wdZqZuyhGnKnWGefPgkEPgnXf8tDpNrZN4UR4PkQbWAc5B//5w663www/wz3+GHZFIdVO+LSAVh8sxZozvL7TDDtClC9SsGXZEItUilwLGSjM7GjgB6JG6T90MI079LgLmzPFNjb74Ap59VsULiSPl8ZBoyUjAypW+6/1DD/klI9ddF3ZEIvmgfFsgKg6XY9gwOOkk2HVXePFFFS8kVnIpYJwC9AVuds5NN7PmwBP5DUsKoVXjuup38fXXcNBBMHeu74R/4IFhRySSD8rjIdEWfilLl/odnZ5/Hq6+2n+ov5DEk/JtAag4XI677vJF4n32gVGj1F9IYqfCAoZz7mMzOwfY1sxaAl855zTnU+Lh559h1Sp4+WVo2zbsaETyQnk8XNrCD1/AmD4dBg6Ec88NOxqRvFG+zT8VLyrw6afQrRsMHw4bbBB2NCLVrsIChpntDTwGzMbvZb2ZmZ3gnPtvvoOT/AjuOJJY33/vG3W2awdffgm1aoUdkUjeKI+HQ7kW31+odm3YeGN4+23lWok95dv8UvGiDKWl8OOP0Lixb0i/ahWsq5VLEk+5LCH5D3CIc24agJntgE/MbfIZmORHMPEndseRCRN89/u774YTT9SAWpJAeTwE6eUjic2133/v+wvtuKO/EqhcK8mgfFvN0o06ATXrzGblSjj9dJg4EaZOhU02gRo1wo5KJG9y+e2ulU7CAM65TwGNQiIq8euxn3nGbyW1zTZ+YC2SDMrjBRacfZHIXPv119ChA3z7LZxxRtjRiBSS8m01SzeeB78kL7Fj2GyWLoVjjoEhQ+C006BBgmf8SWLkMgPjPTO7Fxiaut0L0HZQEZT4AfWDD0Lv3vCXv/itpTbeOOyIRApFebyAEj/T7cMPoXNnWLHC9xfac8+wIxIpJOXbPFDj+Sx+/x169PB5Vv2FJEFyKWCcAZwDXJS6PQUYlLeIJC8SP6D++GNfme7Sxc/C2HDDsCMSKSTl8QJK9Ey3lSvhr3/1W/ZNmgStWoUdkUihKd9KYVx+OUyeDI884pdEiyREuQUMM9sZ2AZ43jl3c2FCknxI9IAaYKed/FZSnTtrHbYkivJ4YSV+pts668CTT/o12M2ahR2NSEEp31avdO+LaXMW0KqxtgJdw3XXweGHQ6dOYUciUlBl9sAws8uAEfipbxPM7JSCRSXVKrED6lWr/HS6117ztw87TMULSRTl8cJLbOPOZ56B66/3n++xh4oXkjjKt9UrPXO45Jt5tGpcN3k5tSxffQXHHw+LF0O9eipeSCKVNwOjF7CLc26RmW0KjAUeKkxYUp0SOaBevtxPpxs+3F8J3GefsCMSCYPyeAEltlh8//2+UWf79nDRRSoUS1Ip31YTbZVahg8/9A3oV66EGTO0RE8Sq7wCxkgur54AACAASURBVDLn3CIA59xPZqb9eCImOPUuUQPqxYv9GuyXXoKbb4b+/cOOSCQsyuMFkM616e39ElUsvvlmuPhi6NrVz8JQ8UKSS/m2miR+2XM2b7zhd9HbaCN45RXYYYewIxIJTXkFjK3N7LnU5wZsE7iNc+7IvEYmVZY5mG7XvEFyBtQLF/pGnW++6a8KnnZa2BGJhEl5PM+CVwrTuTYxA+7LL4d//Qv+9jffRE7FC0k25dtqlKgLbxWZONH3umjSBCZMgK22CjsikVCVV8D4a8btO/MZiFSf4KyLRA2mAWrXhm23hfPOg6OOCjsakbApj+dR4qc5b7899O0Ld9zhdx0RSTblW8mPLbeEvfeGxx6D//u/sKMRCV2ZBQzn3KS1PbmZdQFuB2oCDzjnbizjuL8CzwB7OufeXdvnTarMbs2J2i97xgyoUQOaNoUhQ8KORqQoVEcel+wSW7xYvhzeew/+8hffZ0hb94kAyreSB6+95gsX228P48aFHY1I0cjb+jwzqwncBXQFWgHHmtka3WbMrA5wLlCSr1iSIli8SMySEYBp06BDB+jZE5wLOxoRSYBErtFetMjv5rTffvDdd2FHIyIxMqxkJj0Hv0nPwW8ybc6CsMMJ3403wr77wqOPhh2JSNEpbwnJ2moLfOWcmw5gZk8C3YFpGcddB9wEqNNiNUjczIu33/bN42rVgvvuA7OwIxKRmEvkbiO//uobyJWU+FzbpEnYEYlITGT2Ekrchbgg5+CSS3yD5GOP9R8i8ic5FzDMbD3n3LJKnHsLYFbg9ndAu4xz7g5s6ZwbY2ZlFjDMrDfQG6Bp04QMFqViL78M3bvDppv6pkbbbBN2RCJFraI8rlybm8RtTf3DD37rvs8/h6ee8rs8iUi5lG8rltl0PlEz2rJZtcpvSf3AA3DmmXDnnX55tIj8SYX/K8ysrZl9BHyZur2rmQ1a2ydObS91G3BBRcc65+5zzrVxzrXZdNNN1/apYyc97S5RU+6c8x3wmzWD119X8UKkHLnmceXaiiVy9sWDD8L06TBmjIoXIhVQvs1dsOl84osX4PsLDRkCV1wBd92l4oVIGXKZgXEH0A0YAeCc+8DM9s/hcbOBLQO3m6TuS6sD7AS8an7a/2bAKDM7XI08KydxvS9KS31SHzkS1lkHGjQIOyKRYlfVPC4BwWnOicq1l14KRx8NLVqEHZFIFCjf5iBYDE7U0uds0rl2zz3ho4+gZcuwIxIparmU9mo4577NuG9VDo97B9jOzJqbWS3gb8Co9Bedc/Odcw2dc82cc82AtwAVLyop/QaQ7n0R++r1wIF+2ciKFX4rKRUvRHJR1TwuKYnbdaSkBFq3/mOHJxUvRHKlfFuBxBWDy/Prr75Z57PP+tsqXohUKJcZGLPMrC3gUjuLnA18UdGDnHMrzawfMA6/jepDzrlPzOxa4F3n3KjyzyDlyVw3GPs3AOfg6qvhuuvgyCN9tVpEclWlPC5e4ooXEydCjx7QqJFyrUjlKd+WI3H5tDxz5kDnzr6/kJrQi+QslwLGmfjpcE2BH4GJqfsq5JwbC4zNuO+qMo7dL5dzihdcN9i99RbxfgMoLYVzz/XNjE45BQYP9ktHRCRXVc7jSZe4wfZzz/mu9y1awPjx0Lhx2BGJRI3ybRkSl0/LM306HHQQ/Pij7y/UqVPYEYlERoV/BTrn5uKXf0iRScyWqeed54sXF17ot5VSlVqkUpTHqy6940giBttjxvheF23b+s+1RE+k0pRvs1PxImDuXOjYEZYuhUmToF27ih8jIqtVWMAws/sBl3m/c653XiKScqWXjqSbdibCSSdB06ZwwQUqXohUgfJ45QVzbWJ2HNl7bz/b7brrYMMNw45GJJKUb9ek4kWGTTeFvn39Ur2ddgo7GpHIyWUe/sTA5+sDRwCz8hOOlCWz50V66UhszZ/vGxqdcgrssYf/EJGqUh6vhOBgO/a51jm4/37o1Qvq1oXbbgs7IpGoU74NUPEiYOJE34B+l138VqkiUiW5LCEZHrxtZo8Br+ctIllDtsF0rN8A5s6FLl38VlIdOsD224cdkUikKY/nLlGD7dJSOPtsuPtuWLbMfy4ia0X51su88Bb7fFqRdH+h/faDcePCjkYk0qrSCbE50Ki6A5GyJWoN9syZvqnRrFkwapSKFyL5oTxehsTk2xUr4OSTYdgwuOgi6Ncv7IhE4ipx+TZxF94q8tBDcPrpvtfFk0+GHY1I5OXSA+NX/ljLVwOYB1ySz6DkD8NKZlLyzbxkrMH+/HNfvFiwwHe/79gx7IhEYkF5vGKJ6nmxeDEcc4xv1HnjjXDxxWFHJBIbyrcJKgTn4rbbfA+3zp390mj1FxJZa+UWMMzMgF2B2am7Sp1zazQmkuqXOfUu1muw06ZO9VcFX30VWrcOOxqRWFAer1iiel6A37bvvff8ltS9E9tXUKTaJT3fJqoQnItVq+DFF/3uTkOHQq1aYUckEgvlFjCcc87Mxjrn1CK3wIJvALGfevfbb7DxxtCzJxxyCNSpE3ZEIrGhPF6xxFwtnD/fN+ps3tzPeFOuFalWSc+3wV3yYl8ILk9pKSxc6PPtyJGw3npQs2bYUYnERo0cjplqZrvlPRJZQ6vGdRnep328B9SjR0OzZjB5sr+tAbVIPiiPlyExy/S+/RbatoUrr/S3lWtF8iWR+TadSxMxdi3P8uV+V6eDDvLNkWvXVvFCpJqVOQPDzNZxzq0EdgPeMbOvgUWA4YvMuxcoRomroUN9E7nddoMddww7GpHYUR6vWHr2RayvFn72mR9M//47dP1/9u493qo5/+P461NRUblUTErKpEgRGjFuuYUGkYRB7oYf4zYuzbhmXHIbI/dLxBjVDKWMSFJRJDVuSUyRLlKpKBLlfH9/fNfObrfPOfucs9dea6/9fj4e59HZe6/LZ+19+pzv+azv5YiooxFJpFLPtyWRSyuzahX06uWHjfTv73teiEjeVTSEZAqwO3B0gWIR1h8/2L5Zo6jDCc999/kl+w480Hev091AkTAoj5ejZMZqT5vml6WuXdv3dNt116gjEkmqks23JdOTrSLffANHHglvvgmPPOJXHRGRUFRUwDAA59zsAsVS8kpmIrkxY3zxokcPv5xUvXpRRySSVMrjWZRMrl250s9836CBz7s77BB1RCJJVrL5Vr0vgDPPhClTfLu2d++ooxFJtIoKGE3N7LLyXnTO/S2EeEpWeoM68RPJHXIIDBwIffpAnUpX8hWR6lMez6JkJu1s2BAGDfLD9JqX8B8WIoVR0vm2pHtfANx5J5x3HnTrFnUkIolX0SSetYEGQMNyviSPEt+gXrvWr4P92Wdg5ivVKl6IhE15PENJdHV++mkYOtR/f+SRKl6IFEZJ5ttUTi1JH38MV13lVx3ZfnsVL0QKpKK/IBc6524sWCQlLPEN6tWr4cQT/VwXrVvDhRdGHZFIqVAeT5Pe0y2xXZ3vvRcuusjPe9G7ty8Yi0ghlFy+LYmcWp533vGTItep44dFt2gRdUQiJaOiHhhq9RRA4pP/ypXQvbsvXtx7r4oXIoWlPB5I/DA956BfP1+8OOYYGD5cxQuRwiq5/3CJ7z1cnnHj4KCD/DC9iRNVvBApsIp6YBxcsChKVOIb1EuX+ruA777ruzSffHLUEYmUGuXxQKIb2s7BJZfAgAF+aepHH9UQPZHCK6l8m/jew+UZOdL3bvv1r+GVVzRETyQC5fbAcM6V6IC2wkl0gxr8+tebburvBKp4IVJwyuNe4hvaZn41p0su8RMkq3ghUnCllm9LduWR+vVhzz3h9ddVvBCJiFo5EUl0g/qzz2CrrfzSfePGqRuziEQm0cP0Vq+GuXOhbVvo398/p3wrIiFLdBu2PB9+CB07wqGH+tX0lGtFIqMCRgE98/bcdRXr1IzNiWtQv/ceHHaYHxs4eLASvIhEIpVvU7k2cT3dVqyAHj1g5kz49FM/FltEJESZeTVxbdhsUvML3XgjvPYadO2qtq1IxFTAKKAR7y1gxsIVtG/WiC6tt6RHp+bJalBPnOiX7GvUCK6/PupoRKREpfe6SGSu/fprP/v9u+/Ck0+qeCEiBZFqxyYyr2ZTVuaH5t17L5xxBuy7b9QRiQgqYBRMene7oX/YO+pw8u+ll+C442DbbWHMGGiZ8F9qIhJLiZ8ced486NYN5syB55/3RWMRkZAlvh2bac0aOPNMPwn9ZZfBnXeq54VITKiAUQCJHoMN8OOPcN55sNNOvpCx1VZRRyQiJSjxxQvwXZm//BJGj4b99486GhEpAYlvx2bzn//44sXNN8Of/6zihUiMqIARssQ3qJ3zq42MHg3NmsFmm0UdkYiUqESv7OScb0Dfc4/v0tyhQ9QRiUgJSHw7NlMq1x57LLz9tl9xRERipdxlVCU/Etugdg5uuQWuuMJ/v+OOKl6ISGQSPSv+G2/4me9XrvRLU6t4ISIFkth2bDZLlvhJ6P/7X/9YxQuRWFIBI0SJbVA7B1deCVdfDQsX+kmOREQikujuzaNG+Tkv5s/3K4+IiBRIYtux2cydC/vtB5Mnw6JFUUcjIhVQASNEqap1ohrUa9fC2Wf7yYwuuAD+8Q+oXTvqqESkhCX2DuHgwX6p1PbtfS+M5gn6XSIisZfIdmw2n3ziVxhZuBBeecWv8iQisaUCRkgSW7U+7TR4/HG49lq/rFQt/QiJSHQSm2uffhpOPhn22QfGjYOmTaOOSERKUOJya6ZZs3zPi9WrYfx4/72IxJr++gxBorsz9+wJd98NN96oGZlFJHKJvUO4775w1ll+ZadGjaKORkQkmbbbzk/YOXEi7LZb1NGISA5UwMizRM7WvGyZb0QDHHecnwFfRCRiiet94ZwfNlJWBq1awaOPQv36UUclIiUolV8Ta8wYWLwYNtoIHn4Y2raNOiIRyZEKGHmUyOLFl1/C/vvD8cfD119HHY2ICJDAnm5r1/oeF7//PQwfHnU0IlLiEtu7DeCZZ6B7d+jbN+pIRKQaVMDIo8RNJDd7tu/G/MUXMGIENGkSdUQiIskrFv/4I5xwAjzxBFx3nR+qJyISscT0bkt3//1wyil+fqG//z3qaESkGlTAyLPEJPsPP/TFi2+/hbFj4eCDo45IRARIWLH4u+/gd7+DYcN8Y7pfP80vJCKRSuTwEefgppvgwgvhqKM0v5BIEasTdQASUyNG+OVR33jDL+EnIhIjiSkWT58OkyfDk09Cnz5RRyMiJS5xw/NSvvsO/vEPOPVUv5peHf0JJFKs1AMjTxJTrf7hB//v1VfDu++qeCEisZK4XLvXXvD55ypeiEgsJKqHG/j5hdasgYYNYdIkGDRIxQuRIqcCRh4kplr97LOwww7wv//5LsxNm0YdkYjIOonJtbNnQ4cO/m4gKNeKSKwkpofb6tV+EvrTTvNDSJo0gVr600ek2Ol/cR4kolr92GN+ErlWrdSYFpFYSkSu/eCDX+YX2mmnqKMREUmmlSv9/ELPP+97umluIZHEUAEjT4q6Wn3HHXDOOdCtG7zyCmy+edQRiYhkVdS59s034YADfplfqHPnqCMSEVknMUP0li71k89PmABPPQUXXRR1RCKSRypglLqnnoIrr/S9L0aMgE02iToiEZHkmTsXDj3Ud2GeNEm9L0QkVhIzRM85v8rIBx/A8OF+0k4RSRTNYlNDqWp1l9ZbRh1K9fTqBV9/DRdf7O8KiojEUNHn2pYt4W9/g2OOga23jjoaEZH1JGKIHvihIv37Q1kZdO0adTQiEgL1wKihVMIvqmr1Tz/BNdf4MdibbAKXXabihYjEWlHmWvDL9b3zjv/+D39Q8UJEYquoh+h98AE8+KD/fv/9VbwQSbBQCxhmdriZfWJms8ysb5bXLzOzGWb2gZmNNbPtwownLEWV8L//Hnr0gJtvhpdeijoaEZGcFVWuBbjtNjjrLLjnnqgjEREpV9HPfTFpki9a3Hqrn7xTRBIttAKGmdUG7geOANoDJ5lZ+4zN3gU6O+d2AZ4Fbg8rHgGWL/9los5HH4UTT4w6IhGR5HEOrroK+vb1efbxx6OOSESkXEXbww3g5Zf9/EJbbeUnR27YMOqIRCRkYfbA2BOY5Zz7zDn3EzAE6JG+gXNunHNuVfBwMtAixHjy6pm353LCw28xY+GKqEPJzVdf+e5077wDQ4fC2WdHHZGISE6K6u7gzz/7oSK33w7nnQdPPw0bbxx1VCIiFSq6Hm7g27NHHQXt2sHEibBdUXbkFpEqCrOA0RyYl/Z4fvBcec4Cso5pMLNzzWyqmU1dsmRJHkOsvhHvLWDGwhW0b9aoOCrWP/3kv1580U/cKSKSIY65Fors7qBzsGgR/OUv8MADml9IRLKKa74tKsuWwd57w/jxvgeGiJSEWKxCYmanAJ2BA7K97px7BHgEoHPnzq6AoVWofbNGDP3D3lGHUbG5c6FFCz8D/ocfQp1YfOQiEkNxzbVQBHcHv//ef221FTz3nHKtiFQozvk29ubMgVat4Pzz4ZxzlG9FSkyYPTAWANumPW4RPLceMzsEuBo42jn3Y4jxlJ4pU2C33eC66/xjJXgRKTJFMXwkNb/QEUf4ISTKtSJSJIoix6Y4B1deCR06wMyZ/jnlW5GSE2YB4x1gBzNrbWYbAycCI9M3MLPdgIfxxYvFIcaSV0WR7MeOhYMOgs03hzPPjDoaEZFqif3wkYUL4YADYOpUuPpqDRkRkaIS+xyb8vPPvrfFHXfAaadB27ZRRyQiEQmtgOGcWwtcCIwGPgb+5Zz7yMxuNLOjg83uABoA/zaz98xsZDmHi5XYJ/vhw6F7d2jd2k9qtP32UUckIlJtsR0+8vnnsN9+8Nlnfn6hnj2jjkhEpMpim2NTfvzRr+g0cCBccw3cdx/UCvMerIjEWaj9rpxzo4BRGc9dl/b9IWGeP0yxTfZffw2nngq77+4b1FtuGXVEIiLVkurt1qV1TPPYuef6SeTGjoUuXaKORkQkmR58EJ59Fv72N7j00qijEZGIaeBYFcW+Qd2kCYweDbvuCg0aRB2NiEi1xb632xNPwDff+PHYIiISjgsv9Hn2kKK97ykieaT+V1UUywa1c3D99b4xDbDPPipeiEgixK6329ixcNZZfjx2ixYqXoiIhGHhQujRA7780k/UqeKFiARUwKiGWDWoy8rgoovgxhth8uSooxERyYtYTpY8bJifX2jKFN/zQkSkiMUyz4KfV2jffX3BePbsqKMRkZhRAaOYrVkDffr4yYyuuAIeeijqiERE8iJ2vd2eeAKOPx722ANefx0aN446IhGRGoldngWYPt0XL775Bl57zU+ULCKSRgWMKohVpfrnn/2M9//8J9x6K9x+O5hFHZWISN7Eprfb/ff75agPOQTGjIEttog6IhGRGkmf0y0WeRbg3Xdh//19e/b112HPPaOOSERiSAWMKohVpbp2bdhrL9/rom/fqKMREUmuTp18b7eRI2HTTaOORkSkxmLVpk3ZbjtfwJg4EXbeOepoRCSmtApJFUVeqV68GObN892Yr746ujhERJKsrAxefRW6dfMTI++zT9QRiYjkRex6X4wbB3vvDVtuCc8/H3U0IhJz6oFRTObO9WMBe/SA1aujjkZEJBSRD9dbswZOOQUOOwzefju6OEREQhCr3hePP+6H591yS9SRiEiRUAEjR5E3qGfO9HcAFy2CIUOgXr3oYhERCVGkjetVq+CYY2DwYOjfH7p0KXwMIiIhi0Xvi7vu8stSH3ooXHVVtLGISNHQEJIcRdqgnjYNDj8catWC8eP9eGwRkQSLpHH9zTdw1FEwaRI8/DCce25hzy8iUgqcg2uu8b0ueveGf/wDNt446qhEpEioB0YVRFatHjDATxw3caKKFyKSaJH2dnvlFT9kZPBgFS9ERMKyYAE8+KDPs888o+KFiFSJemDkIH2yo4Jauxbq1PF3Apcvh2bNCnt+EZECeubtufxl+IdAgXu7pXJt795+2b5WrQp3bhGRAoqsTQs+19auDS1a+CVTW7b0S6aKiFSBemBUIrIG9dNP+4b0smV+vgsVL0Qk4VJD9W45tmPhert9/LFfrm/SJP9YxQsRSbDIhkSvWgVHHw033+wfb7edihciUi0qYFQikgb1fffBqafC5pvDRhsV5pwiIjFQ0KF6U6f6lZ2+/RYaNCjMOUVEIlbwIdHffOOXpH75Zdh668KdV0QSSQWMHBQs0TsHN94If/yjXyp11Cho2DD884qIlJrx4+HAA32OnTgRdt016ohERJJn0SLo2hWmTPGr6J1zTtQRiUiR0xwYcXLXXXD99XDaafDYY35MtoiI5Ne77/qVnX79az9xZ/MIVpcSEUm6n37yxYu5c+GFF+Cww6KOSEQSQH8hx8nvfw+rV8Nf/uKXTBURKREFnVhul13gqqvgoougcePwzyciUoo23hj+/Gdo0wZ++9uooxGRhNBfyVFbvdr3vFi7FrbZxq+LreKFiJSYgkwsN3AgzJ/vZ8Hv10/FCxGRMEyd6odBA/Tpo+KFiOSV/lKO0sqV0L07XH45TJgQdTQiIpEKbb4h53zB4uyz4e678398ERHxxo3z8wtdcYW/OScikmcqYETl66/hoIPg9df9kqkHHxx1RCIiyVNWBpdcAjfcAKefDrfdFnVEIiKRSA3VC82IEXDEEX6J1DFjNJebiIRCBYwKhJbo58+H/feH6dNh+HA4+eT8n0NEpNStWeOLFgMGwKWX+iEkalCLSIkKdajeU0/Bccf5FZ0mTPDDokVEQqCWXAVCS/QLFvg1sV9+GQ44IL/HFhERb9UqeP99uOkmPzmyWdQRiYhEKrShelOm+BVHnn8eGjTI//FFRAIqYFQir4l+yRJo2hS6dIHZs6F+/fwcV0SkiOV9BZIVK/zs95ttBpMnK9eKiITBOT8kumlT39NtzRqoWzfqqEQk4TSEpFAmToQddoBBg/xjNahFRIA893ZbssTPL3TKKf6xcq2ISP6VlcHFF8Puu8PixX4FPRUvRKQAVMAohFGjoFs32Hpr37AWEZH15KW327x5fn6hjz6CM87IT2AiIgmQ13nd1qyB006De++F3r19DwwRkQJRASNsgwdDjx6w447wxhvQMoRxhyIipe7TT2GffeDLL2H0aPjd76KOSEQkNvLW0+2HH6BnT7+C3s03w513an4hESkozYERpk8+8d2Y990XRo7047FFRCS/fv4ZjjkGVq+G8eNht92ijkhEJHby0tPt2mvhxRfhgQfg/PPzE5iISBWogBGmdu3g3//2a2JrHLaISDhq1/ZL+DVs6POuiIiE49pr/WojRx4ZdSQiUqI0hKQc1R4r6Jxfru/11/3jnj1VvBARKUeNxmWPGgW33OK/79xZxQsRkTDMmwdnnumXpt5sMxUvRCRSKmCUo1pjBdeuhbPPhltv9d3rRESkQtUel52aX2jYMD90RERE8u+TT/z8Qs895+caEhGJmAoYFajSWMEff4QTToDHH4frroP+/cMNTkQkIao8LvuBB+Dkk32j+rXXoF698IITESlV//0v7Lefb+OOHw+dOkUdkYiIChh5sWqV7043bBjcfTf066cZmUVEwnDrrXDBBT7nvvQSNGoUdUQiIskzcaKf66J+fb+KniZHFpGYUAEjH+rVg2bNYNAguOSSqKMREUmu5s2hTx/fnVnzC4mIhKNpU1+0mDQJ2raNOhoRkXW0CklNLFzo573Ydlt48kn1uhARCcPatfD++7DHHr54ceqpyrciImGYMgV+8xs/KfL48cq1IhI76oFRXbNn+/HXPXv6lUeU4EVE8m/1aujd2+fbOXP8c8q3IiL5d//9sNdeMHCgf6xcKyIxpB4Y1fHhh9CtG6xZA0OHKsGLiIRh5Uo49lgYOxb+/ndo1SrqiEREksc5uPlmuPZaOPpoOOWUqCMSESmXChhV9dZb0L07bLqpb1S3bx91RCIiybN0qc+106b5IXp9+kQdkYhI8pSVweWX+0no+/TxvS/q6M8DEYkvZaiqcA6uvBKaNIExY3Q3UEQkLI8+6ue9GDbM3xEUEZH8e/99uPdeuOgiX8SopdHlIhJvKmDkKjXPxXPP+Wr1r34VdUQiIsmTyrVXXumXSu3QIeqIRESSJ5Vrd9sN/vtfn2s1JFpEioDKrLl47DE45hg/58VWW6l4ISIShg8+8LPfz5nj7wKqeCEikn8rV8Jhh/mbcgAdO6p4ISJFI9QChpkdbmafmNksM+ub5fW6ZjY0eP1tM2sVZjzVcscdcM458NNPvoAhIiL59+abcMAB8NVXfuURERHJv6VL4eCD4bXX4Icfoo5GRKTKQitgmFlt4H7gCKA9cJKZZc54eRaw3DnXBrgbuC2seKrMOU4a/qDvxnzCCTBiBGyySdRRiYgkzq4fTYZDDoGmTWHSJNhxx6hDEhFJnC2WL4H99/e93YYP12ojIlKUwuyBsScwyzn3mXPuJ2AI0CNjmx7Ak8H3zwIHm8WjD9tJzz/IMaP/AeedB//8J2y8cdQhiYgkTseP3+HKB66Edu3gjTdgu+2iDklEJHE2/X4FN97xB5g3D15+GY46KuqQRESqJcwCRnNgXtrj+cFzWbdxzq0FvgUaZx7IzM41s6lmNnXJkiUhhbu+xYcdxfiT/g8eeABq1y7IOUVEohRFrq29dxfePawXjBsHW29dkHOKiESt0Pl2uzbNmXFYTz90pGvX0M8nIhIWc86Fc2CzXsDhzrmzg8enAl2ccxembTM92GZ+8Hh2sM3X5R23c+fOburUqaHELCISV2Y2zTnXuVDnU64VkVJU6FwLyrciUpqqm2/DXEZ1AbBt2uMWwXPZtplvZnWAzYClIcYkIlmsWbOG+fPns1qTJ0auXr16tGjRgo022ijqUEQkz5Rr40O5ViS5lGvjJd/5NswCxjvADmbWGl+oOBH4fcY2I4HTgLeAXsBrLqwuISJSrvnzr1IRIgAAIABJREFU59OwYUNatWpFTKahKUnOOZYuXcr8+fNp3bp11OGISJ4p18aDcq1IsinXxkcY+Ta0OTCCOS0uBEYDHwP/cs59ZGY3mtnRwWYDgcZmNgu4DNhgqVURCd/q1atp3LixknzEzIzGjRvrjoFIQinXxoNyrUiyKdfGRxj5NsweGDjnRgGjMp67Lu371cDxYcYgIrlRko8HfQ4iyab/4/Ggz0Ek2fR/PD7y/VmEuQqJiIiIiIiIiEheqIAhIrHx/PPPY2bMnDlz3XPjx4/nyCOPXG+7008/nWeffRbwEzX17duXHXbYgd133529996bl156qcax3HrrrbRp04Z27doxevTorNs457j66qtp27YtO+20EwMGDADg22+/5aijjmLXXXdl55135oknnlhvvxUrVtCiRQsuvPDCbIcVEQmVcq2ISPiSkmuXL1/Oscceyy677MKee+7J9OnT1+1z9913s/POO9OhQwdOOumkggzNC3UIiYhIVQwePJh9992XwYMH069fv5z2ufbaa1m4cCHTp0+nbt26LFq0iAkTJtQojhkzZjBkyBA++ugjvvzySw455BA+/fRTateuvd52gwYNYt68ecycOZNatWqxePFiAO6//37at2/PCy+8wJIlS2jXrh0nn3wyG2+88bqY999//xrFKCJSXcq1IiLhS0quveWWW+jUqRPDhw9n5syZXHDBBYwdO5YFCxYwYMAAZsyYQf369enduzdDhgzh9NNPr1G8lVEPDBGJhe+++46JEycycOBAhgwZktM+q1at4tFHH+Xee++lbt26AGy99db07t27RrGMGDGCE088kbp169K6dWvatGnDlClTNtjuwQcf5LrrrqNWLZ9Kt9pqK8CP9Vu5ciXOOb777ju23HJL6tTx9eJp06axaNEiunXrVqMYRUSqQ7lWRCR8Scq1M2bM4KCDDgJgxx13ZM6cOSxatAiAtWvX8sMPP7B27VpWrVrFNttsU6NYc6EeGCKynn4vfMSML1fk9Zjtt2nE9UftXOE2I0aM4PDDD6dt27Y0btyYadOmsccee1S4z6xZs2jZsiWNGjWqNIZLL72UcePGbfD8iSeeSN++6y+AtGDBAvbaa691j1u0aMGCBQs22Hf27NkMHTqU4cOH07RpUwYMGMAOO+zAhRdeyNFHH80222zDypUrGTp0KLVq1aKsrIw//elPPP3007z66quVxiwiyaVcq1wrIuFTrq15rt11110ZNmwY++23H1OmTOGLL75g/vz57LHHHlx++eW0bNmS+vXr061bt4IUjVXAEJFYGDx4MBdffDHgk+/gwYPZY489yp25uKozGt999901jjHTjz/+SL169Zg6dSrDhg3jzDPP5I033mD06NF06tSJ1157jdmzZ3PooYey33778dRTT9G9e3datGiR91hERHKhXCsiEr4k5dq+ffty8cUX06lTJzp27Mhuu+1G7dq1Wb58OSNGjODzzz9n88035/jjj+fpp5/mlFNOyXts6VTAEJH1VFZRDsOyZct47bXX+PDDDzEzfv75Z8yMO+64g8aNG7N8+fINtm/SpAlt2rRh7ty5rFixotJqdVUq1c2bN2fevHnrHs+fP5/mzZtvsG+LFi3o2bMnAMceeyxnnHEGAE888QR9+/bFzGjTpg2tW7dm5syZvPXWW7zxxhs88MADfPfdd/z00080aNCA/v375/ZGiUhiKNcq14pI+JRra55rGzVqtG6SZOccrVu3Zvvtt2f06NG0bt2apk2bAtCzZ0/efPPN0AsYOOeK6muPPfZwIpJfM2bMiPT8Dz/8sDv33HPXe27//fd3EyZMcKtXr3atWrVaF+OcOXNcy5Yt3TfffOOcc+6KK65wp59+uvvxxx+dc84tXrzY/etf/6pRPNOnT3e77LKLW716tfvss89c69at3dq1azfY7qqrrnIDBw50zjk3btw417lzZ+ecc+edd567/vrrnXPOffXVV26bbbZxS5YsWW/fJ554wl1wwQVZz5/t8wCmOuVakaKmXLs+5VrlW5EwKNeur6a5dvny5evieeSRR9ypp57qnHNu8uTJrn379u777793ZWVlrk+fPm7AgAFZY8hnvtUkniISucGDB3Pssceu99xxxx3H4MGDqVu3Lk8//TRnnHEGnTp1olevXjz22GNsttlmANx00000bdqU9u3b06FDB4488sicxg5WZOedd6Z37960b9+eww8/nPvvv3/dTM3du3fnyy+/BKBv374899xzdOzYkT//+c889thjgJ9B+s0336Rjx44cfPDB3HbbbTRp0qRGMYmI1JRyrYhI+JKWaz/++GM6dOhAu3bteOmll7jnnnsA6NKlC7169WL33XenY8eOlJWVce6559Yo1lyYL34Uj86dO7upU6dGHYZIonz88cfstNNOUYchgWyfh5lNc851LlQMyrUi+adcGy9xyLWgfCuSb8q18ZPPfKseGCIiIiIiIiISeypgiIiIiIiIiEjsqYAhIoCf0Feip89BJNn0fzwe9DmIJJv+j8dHvj8LFTBEhHr16rF06VIl+4g551i6dCn16tWLOhQRCYFybTwo14okm3JtfISRb+vk7UgiUrRatGjB/PnzWbJkSdShlLx69erRokWLqMMQkRAo18aHcq1IcinXxku+860KGCLCRhttROvWraMOQ0Qk0ZRrRUTCp1ybbBpCIiIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEntWbLOzmtkS4IsCna4J8HWBzlUouqbioGsqDoW8pu2cc00LdC7l2prTNRWHJF4TJPO6CnVNBc21UNB8q5+L4pHE69I1FYfYt22LroBRSGY21TnXOeo48knXVBx0TcUhidcUhSS+j7qm4pDEa4JkXlcSr6nQkvgeJvGaIJnXpWsqDsVwTRpCIiIiIiIiIiKxpwKGiIiIiIiIiMSeChgVeyTqAEKgayoOuqbikMRrikIS30ddU3FI4jVBMq8riddUaEl8D5N4TZDM69I1FYfYX5PmwBARERERERGR2FMPDBERERERERGJPRUwRERERERERCT2Sr6AYWaHm9knZjbLzPpmeb2umQ0NXn/bzFoVPsqqy+G6LjOzGWb2gZmNNbPtooizKiq7prTtjjMzZ2axXgIIcrsmM+sdfFYfmdkzhY6xqnL42WtpZuPM7N3g5697FHFWhZk9bmaLzWx6Oa+bmQ0IrvkDM9u90DEWgyTmW+Va5dqoKNcq15ZHuVa5NipJzLWQvHxb9LnWOVeyX0BtYDawPbAx8D7QPmOb/wMeCr4/ERgaddx5uq4DgU2C78+P+3Xlck3Bdg2B14HJQOeo487D57QD8C6wRfB4q6jjzsM1PQKcH3zfHpgTddw5XNf+wO7A9HJe7w68BBiwF/B21DHH7SuJ+Va5Vrk25tekXFuCX8q1yrVxvqZiy7VVuK6iyrfFnmtLvQfGnsAs59xnzrmfgCFAj4xtegBPBt8/CxxsZlbAGKuj0utyzo1zzq0KHk4GWhQ4xqrK5bMC+CtwG7C6kMFVUy7XdA5wv3NuOYBzbnGBY6yqXK7JAY2C7zcDvixgfNXinHsdWFbBJj2Ap5w3GdjczJoVJrqikcR8q1yrXBsV5Vrl2vIo1yrXRiWJuRYSmG+LPdeWegGjOTAv7fH84Lms2zjn1gLfAo0LEl315XJd6c7CV9nirNJrCro3beuce7GQgdVALp9TW6CtmU0ys8lmdnjBoqueXK7pBuAUM5sPjAL+WJjQQlXV/3OlKIn5Vrm2OCjXKteWEuVa5dqoJDHXQmnm21jn2jpRByDRMrNTgM7AAVHHUhNmVgv4G3B6xKHkWx18d7uu+LsJr5tZR+fcN5FGVTMnAYOcc3eZ2d7AP8ysg3OuLOrARMKiXBt7yrUiCaBcG3tJzLWgfFtQpd4DYwGwbdrjFsFzWbcxszr4bkFLCxJd9eVyXZjZIcDVwNHOuR8LFFt1VXZNDYEOwHgzm4MfrzUy5hMe5fI5zQdGOufWOOc+Bz7FJ/64yuWazgL+BeCcewuoBzQpSHThyen/XIlLYr5VrlWujYpyradcuyHlWuXaqCQx10Jp5ttY59pSL2C8A+xgZq3NbGP8REYjM7YZCZwWfN8LeM0Fs5vEWKXXZWa7AQ/jk3wxjD+r8Jqcc98655o451o551rhxz8e7ZybGk24Ocnl5+95fJUaM2uC73r3WSGDrKJcrmkucDCAme2ET/JLChpl/o0E+gSzNu8FfOucWxh1UDGTxHyrXKtcGxXlWuXa8ijXKtdGJYm5Fkoz38Y711Zlxs8kfuFnWf0UP7vs1cFzN+KTBPgfwH8Ds4ApwPZRx5yn63oVWAS8F3yNjDrmml5TxrbjiflszTl+TobvQjgD+BA4MeqY83BN7YFJ+Fmc3wO6RR1zDtc0GFgIrMHfPTgLOA84L+1zuj+45g+L4Wcvpj8bRZdvlWuVa2N8Tcq1JfqlXKtcG9drKsZcm+N1FVW+LfZca0GQIiIiIiIiIiKxVepDSERERERERESkCKiAISIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEnsqYIiIiIiIiIhI7KmAIQVnZj+b2XtpX60q2LaVmU3PwznHm9knZva+mU0ys3bVOMZ5ZtYn+P50M9sm7bXHzKx9nuN8x8w65bDPJWa2SU3PLSLJo3ybc5zKtyJSbcq1OcepXCs1pgKGROEH51yntK85BTrvyc65XYEngTuqurNz7iHn3FPBw9OBbdJeO9s5NyMvUf4S5wPkFuclgJK8iGSjfFsx5VsRyQfl2oop10reqIAhsRBUo98ws/8GX7/Nss3OZjYlqGx/YGY7BM+fkvb8w2ZWu5LTvQ60CfY92MzeNbMPzexxM6sbPN/fzGYE57kzeO4GM7vczHoBnYF/BuesH1SXOweV7HWJOahm31fNON8Cmqcd60Ezm2pmH5lZv+C5i/C/bMaZ2bjguW5m9lbwPv7bzBpUch4RKSHKt1kp34pIXinXZqVcKzWmAoZEob790sVuePDcYuBQ59zuwAnAgCz7nQfc45zrhE+y881sp2D7fYLnfwZOruT8RwEfmlk9YBBwgnOuI1AHON/MGgPHAjs753YBbkrf2Tn3LDAVX03u5Jz7Ie3l54J9U04AhlQzzsOB59MeX+2c6wzsAhxgZrs45wYAXwIHOucONLMmwDXAIcF7ORW4rJLziEhyKd8q34pI+JRrlWulQOpEHYCUpB+CRJduI+A+8+PifgbaZtnvLeBqM2sBDHPO/c/MDgb2AN4xM4D6+F8Y2fzTzH4A5gB/BNoBnzvnPg1efxK4ALgPWA0MNLP/AP/J9cKcc0vM7DMz2wv4H7AjMCk4blXi3BhoAKS/T73N7Fz8/9tmQHvgg4x99wqenxScZ2P8+yYipUn5VvlWRMKnXKtcKwWiAobExaXAImBXfM+g1ZkbOOeeMbO3gd8Bo8zsD4ABTzrn/pzDOU52zk1NPTCzLbNt5Jxba2Z7AgcDvYALgYOqcC1DgN7ATGC4c86Zz7g5xwlMw48RvBfoaWatgcuB3zjnlpvZIKBeln0NGOOcO6kK8YpIaVG+TYsT5VsRCYdybVqcKNdKnmgIicTFZsBC51wZcCqwwRg6M9se+CzoWjYC391sLNDLzLYKttnSzLbL8ZyfAK3MrE3w+FRgQjCubjPn3Cj8L59ds+y7EmhYznGHAz2Ak/AJn6rG6ZxzwLXAXma2I9AI+B741sy2Bo4oJ5bJwD6pazKzTc0sW8VfREqX8m0a5VsRCYlybRrlWskXFTAkLh4ATjOz9/Fd077Psk1vYLqZvQd0AJ4KZke+BnjFzD4AxuC7oFXKObcaOAP4t5l9CJQBD+ET5n+C400k+zi7QcBDwVjH+hnHXQ58DGznnJsSPFflOIPxh3cBVzjn3gfexVe+n8F33Ut5BHjZzMY555bgZ5EeHJznLfz7KSKSony7YXzKtyKSb8q1G8anXCs1Zr4YJiIiIiIiIiISX+qBISIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEnsqYIiIiIiIiIhI7KmAISIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEnsqYIiIiIiIiIhI7KmAISIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEnsqYIiIiIiIiIhI7KmAUSTMbLyZueDrkrTnB5nZoOD7OWZ2etprc9L2OSbjWDdkHL+WmZ1tZm+a2QozW21m082sn5ltHmzTKjhWq7T9XNpXh0quwczsL2Y2z8x+MLPXzaxTDtd+qJkNTrueG7Js09XMXPD9DWY2vrLjZjnGuvclOE/XtNfSr7NT2vPrveflHPfCVGzFKPP9NLPT096LqZXs2zXjvUt99c/Ybk5w3Gw/Y+k/x0fm+fJEqiQhufj/zOxFM1uamevStln3/z5bnLlIHTs9PwfPp+eFb9Ke3+C6yjnus9XJ8XGR+X4GPzup9+POSva9oZycenjaNuvexyCvzsnyWuqrQRjXKFIVpZJXg+3am9lYM1tlZl+a2Y1mVjtjm6y5M1cV5e9c3usKjtuhomuLuyy/i6qUD8vJvZMztqnoZzbnXC8VUwGjuIwD9gaGVGGfZ4J9JpS3gZnVAoYC9wFvAb2BI4DHgT7A9RUcf2/gghxj6QtcC9wGHAV8B7xqZr+qZL/DgV2AscCqHM8Vhrvw1/tphDHEwYv492FUFfY5Odgn9XV/FfY9FuhZhe1FwlbsubgPsCUwOsftw3IycEjEMcTBX/Gf31c5bv8t6+fTvfE/L7lYGGx/UxVjFAlb4vOqmW0BvAo4oAdwI/AnoF+O58iX6rzXSVSdfJj6WyD1dVYV9q1qrpdy1Ik6AKmSZc65yZVvtp6FOexzAf4PxMOcc6+mPT/OzB4A9ilvR+fcZDOrV1kQwTZ9gVudc/cFz70FzAEuBK6pYPcrnHN/CvbpUdm5QjSnGu9/wZlZPefc6rCO75xbAiwxsyXA1jnu9oFzbno1z/eumS2vzr4iISnaXBz4rXOuLLijeFKO+4Sh2nmhUII7o7Wdcz+FdQ7n3Gxgtpn9mOMua6v7u8g59yMw2cx2rM7+IiEqhbx6HlAf6OmcWwGMMbNGwA1mdnvwXCFU570uODOr75z7IazjVzMfVvtvgWrkeimHemAIwKXA8xmJHQDn3Grn3Ng8nOO3QCPgX2nH/h54AV8JL5dzriwP5y8IM6trZveZ2TdmtszM7gY2yrLdlmb2iJktCroyvmlmXTK22cLMhpjZ90E3w6vM7E5bvztwajjHnkG3wB+AK4LX6pnZ7eaH7PxoZu+bWfcssZxtZh8F23xhZlfm/Y0RkVwUIhcXW07d1sxGmR92OMfMzi5nuw5B9+2Vwde/M3v3mdkuQa5dHeS87mY2Nb3bdNDFd6qZHWNmHwGrgS7Bay2DnLzMfPfv0WbWLuMcOeVdESmYOOXVI4DRGYWKIfiixgH5iCOfzA+LmRe0Q18AmmXZppaZ9TWzWUHO+9TMTsvYxszsr2a22PwQnsfN7ERLG7JjvwznONnMnjI/vPCFtGNU2lY1s/3MbEKQn5ea2aNm1jDf74tETz0wipxz7vS071vluE/X1Pdmti3QGrg1h/3mAJbLOSwYe5d2rh2Bn4H/ZWz6MXBCLsesJLbxqdicczdU8xhd077P6TqzvOf9gbOBq4EZwDnA8ekbmFldfBfCzfHFhsXA+fjhNDs451JdywYB+wIX47ubXQq0xb+PmQYDD+C7IabGlD8L7InvHjkb321ypJl1ds69F8RyBXALcDswHtgD+KuZrUr1lMn1/Qx+CX0OnOGcG5Tx8mtm1hiYBzyG74mz7joy3sec3nuROCmiXJyT9P/3Vd03bb/0GCuNN/O6zMyAEUATfDfd1fgctyVpv0vMrA0wCZgKnIJv2/wVeMHM9nTOOTPbBN+1+yv83dF6wN3AFkBmL5BW+Jx4Y7D952a2JTARWIq/i7oK36vwVTNrm3aXsNK8m+v7aX7s9BNA6+C9SdnczL4GNgti/6tzblg57+Og4Euk6CQtr+Lbwq9lnHeuma0KXnsheK5KuTNTdfJ3+nsN63o83w88BDyPL7A8nmXXe4HT8Pnyv8ChwONmttQ5959gm0uAvwA34/NoD3yOzeZOYBi+7fxzEEulbVUz2wfftn4e6AU0xrfJtwger/e3QmWCm4XjM98XfG+Zv+Pb2iOBy51zy1IvVudnVqpOBQxpHvw7N8/Hzfwjewvgu/Q/WgPLgU3MbOMwu+gWQvAH+nnA9c65u4LnRuMLGelOAToAOzvn/hds9yrwCX4s5BXmuyAeDfR2zv072GYsvgDwXZbTD3DO3ZMWy8HA74CuzrnU2NBXzKwtvrhyvPlui9cDNznnUuMvxwQN/WvM7MEsn1dFHP5zT78L8S3+F8gbwE/Akfg/QJriCzMi4hUqFxeTI4DdgL2cc28DmNk0fGEgvRh+Pb7QcETq94iZfQDMBLrj5+05A9+g7eycWxBsMxt4O8t5GwOHpAoOwbZ/BTYFOqUaq2Y2CT8M8kzg/lzybhWvvwz/+aVP4jcLuBJ4F2gI/AF4zsyOSy9iiAgQv7y6Bb/cZEq3PHgtTq4GXnbOnR88Hm1mTfE36YB1xePz8TeungyeftXMmuHz8n/MD8O7EnjIOXddsM0rZtYa2DbLeSc759bNO1KFtmp/4E3n3Alp+y4AxppZh2oMV1zLhp/zk/gi0xKgM35ev12DQnkx/64tOipgSEpeV8lwzh2cz+MViY74u3ojUk8E4yFH4JN3yiHANPxdvfT/gxPwCZG0f9d1n3PO/RAUOvbKcu4XMx4fgm/QT8o4x1jg9OD7vfEN8n9nbPMaPim3AL7IeqVZOOe+ICOnOOfexTe0U141P/bvMjP7q3Pu61yPL1IilIt/sSewKFW8AJ9ngiJGukPwDcuytFz2Ob640BmfH38DTEsVL4JjTTGzRVnOuyC9eJF2jjHAirRzrMTn8s5p21SWd3PmnHsKeCrjuafTHwfdut8ErsPftRSRDSmvVkGQv3bHz1GXbhhpBQzgYHyhdXiWnHdSULzYFvgVvrdCupFkH0Ke2Z6ttK1qfk62vYE/ZmwzEViD77FRpQKGc65NludOT3v4upl9jJ/Q/ih8zw8pEBUwJNWYaxnyeZYDDcysdkaVcgtgVbH3vgikxlsvzng+83ETfBFiTZZjzE471kq34WScS8o5d2YjvElwjGzn+DltG4CPyjnmtlShgFEFz+ILOruQ0ZVSpIQVKhcXk1+xYf4keC59XHMT4KrgK1PqDt+vyJ4/sz2XraiRytvZhjyOTdumsrybV8HwmGHAbVl+v4qUurjl1eX4oV+Ztghei4smQG1ya8/Wxve2zaYZv7SNM3NtVdqzUHFbdW0QxwPBV7ZtwvAyvlf07qiAUVAqYJQ459w8M/sMOAw/N0FYZuKTSxv8UImUHYPXkiA1d8VWwLK057fK2G4Zfqz2+WwoNTPxV0BD23BFkablnDvz7sIy/C/uY7Jsm74N+GEd2Rrsn2R5Lh9cxr8iJa+AubiYfMWG+ZPgufSZ6ZcBw8n+vqV6eX0FtMvyeracmi03LcPfMfxrltdWpm1TWd4Ng0P5VGQDMcyrM/Ht3nWCeTo2IV5t4a/xRdfM/JutPbsWv5JLtklMF/PL35qZubYq7VmouK1aFux3A75HRKYvyzlXjQQFZFD+LTgVMATg78DfzexA59y49BfMLx/1W+dcTe+UvwmswI8Bvik49ib4bleP1PDYcfEhfpK5HgS/iMyvP5659OtYoBsw1zmX7e4i+AIH+Hkw/hUcqz5+cqSV5eyTeY4/4ecdKe+X4lv4PwK2cc5ldtkLUy/8L7wPCnhOkWJQiFxcTN4BrjezLmlzYLTE3+2alLbdWGBn/BCR8hqS7wC/N7PmaXNg7EnuS0GPxU/I+ZErf1m/XPJuXgUTnR4HvK/eFyJZxSmvvoSf56yhcy7VljsB3xabUP5uheWcW2tm7+Lbrw+lvdQzY9PX8DcnN3POjcl2LDObhy8g98BPpJxydI7h5NRWNbPJQDvn3I05HrfGzOxwoAF+KKEUkAoYAn6W4f2BUWZ2P36c70/Arvjxby9Qxa7+wYST68YJOudWm1l/4FozW47/A/8y/FK+96bt1wc/y/GvgzkVMLPt8OOXATYG2ptZL+B759xLOcbjgH7VXaEkF865pWb2CNDPzNbiu7udg09u6Z7CT/Y53szuBD7DTxq3J/CVc+5u59z0YGzzg8ESUF/h369VZK9yZxqD/0UxxsxuC2JpBHQC6jnn/uyc+8bMbgDuCd7j1/GfR1vgQOfcsVW5/uAYs4Ezg7HbmNmD+G6C7+B/prrjf6b+7pxbWpXji5SA0HNx8Fxn/EobqW61B5hZE/z69lM3OMiGx+wKjMPnifFViaeKRgHv48c+X4XvodaPDbsx3wBMAV40s8fxdw+b4wu+g4IYnwCuwU8q1w+/bGE/fH7KJaf+DT8B82tmdi++p8XW+Jn5JzrnBpND3q3KxZfz+3AC8Bz+d+im+N8xXSh8rw+RYhGnvPoQcBEwLMgR2+Pz19/c+kurVnTu8cG5u1Yl5mq4BR/ng/gebgcAh6dv4Jz7xMweAoaY2e34m2/18AXlts65s51zP5vZHcAdwVwVk/DFi47BYSrMv1Voq16Jn7CzDD9UeSV+6NDvgKudc59W5eLNbBYwwTl3VvD4XPx8R6/if8fsjv+dMoUN5+2QkKmAIamJJk/Az6R+Nv6P6zr4Wd7/ga9eV1XtLM/1xyedP+P/YJ8KHOqcS+8SVivYN32ZowPxjc+U44OvL/C/LCoU9PSA7GOp8+1KYCP8hGplwNP4hu9dqQ2CYs6B+CWn+uEbwYvxSTB9kqPTgQeBAfgxdvfjix2/oRJBt7ae+GWrLsEn8WXAe6QVjJxzt5vZl/glWv+E70G9lTNHAAAgAElEQVTyKTC0ylfuP7Pa+M8w5WP8z9Sl+OLTrOA892ywt0iJK2AuvhC/7F3KDcG/T5LbZJMFyalBHjsa30vv8eB8t+ALE03StvvUzPbC9+57BF+cWIDvETEr2GZVcLfsQXx+m4PP17fjewdWFsvXwTluxi+/ujmwED9J3Adp8Vaad6sg2+/DWcGxm+F/x/wX+F2uxXyRUhOnvOqcWx6sVnQfvnDyDT6f3EDuNsHnr1A554ab2R/xy0Wfhl++9CzW70UBcAG+3XgOvl27Ar/63sC0be7GL3/9f/ibcSPxufwBcsu/lbZVnXMTzWx/fLv6H/jP6Av8PBXZhp5Upg7rf86z8e/DcfjC9Ff4G5LXqvdb4Vn5vS0lToKK61J8V7OfK+gmm77PHPydmqty3acacdXBV2VfBTpWY5mi0AXFgueBbXOtcGc5hsMv+/mAc25tPuOrQgx18LMov+2cO62y7UOMI1WoGIhfCrZzJbvU9Hy18YWqWcBR7pd1xUUKTrkYgh4M+zvnDqzm/l3xPTg6AdOjavyZX8bvU+Bc59wTlW0fYhy18MWKWcCzzrnLQz5fHaAPPoc3dM5lW5pbpGCUV3OOpy7+D/5u7pelmqt6jPFU8b0Og5k9hr+JuV0U50+Lo2D5sNC5PslqVb6JxEhP/OzmF1dhn8uCfTLnYciXNfjEHme/BR6rbvEizT3AGjPrlIeYKmVmx5vZxWZ2kJkdg1+edQd8T4wonYb/3PsU6HyzCe6iisREqefi3+J7ltXUe/iGdEGY2Z/N7DQz6xoMzxiFH0LyXKFiKMfj+M8v9Ia8mbUKzjWw4i1FCq7U82ouOgMfVrd4kaY673W1mVkHM/urmR1hZoeZ2d+BM6hez7R8xtWKwubDguX6pFMPjCJhZu34Zdm4iiZ/TN+nI1A3eDjLOfdNCHGl332fnmXZz0TIuM6KJnHL5zm747vYtcH3ePgQuME5l22G5YIxs8ZA6+Dh9865j0M+X/rP8f+cc+Ut1yUSOuXimgvm9UmtCLLWOfdegc7bFzgX2AY/n8YbwOWFmnCzgrha8cuQmK+cc/NDPNfG+CWsU/7rnMtlDhCR0CivFk513us8nLM1/o/3Tvi5e74AHgbuiqoHSBBXQfNhIXN90qmAISIiIiIiIiKxpyEkIiIiIiIiIhJ7RbcKSZMmTVyrVq2iDkNEpKCmTZv2tXOuaaHOp1wrIqWo0LkWlG9FpDRVN98WXQGjVatWTJ1a6TL1IiKJYmZfFPJ8yrUiUooKnWtB+VZESlN1862GkIiIiIiIiIhI7KmAISIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEnsqYIiIiIiIiIhI7KmAISIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEnsqYIiIiIiIiIhI7KmAISIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEnsqYIiIiIiIiIhI7KmAISIiIiIiIiKxpwKGiIiIiIiIiMSeChgiIiIiIiIiEnsqYIiIiIiIiIhI7KmAISIiIiIiIiKxpwKGiIiIiIiIiMReaAUMM3vczBab2fRyXjczG2Bms8zsAzPbPaxYRERERERERKS4hdkDYxBweAWvHwHsEHydCzwYYiwiIiIiIiIiUsRCK2A4514HllWwSQ/gKedNBjY3s2ZhxSMiklfO+S8REQmXcq2ISPiKJNfWifDczYF5aY/nB88tjCYcEZHsnnl7LiPeW7DusZX9zJlD/kbt7Vpy8FN/jzAyEZFkycy3Xaa9xoFv/ocX+93PNcdptLGISL6k59utF8/nj0/0Y/QV/bnw/CMjjqxiURYwcmZm5+KHmdCyZcuIoxGRUpCe1N/+3Hcm69J6S2qvXcOFg27kt1PHMvG4s6IMMe+Ua0UkCuXl24MmjuScf97Op9t3oM6an6IMMe+Ub0Wk0DILxKl8e/xGy7h6wCXU+vlnNl69KqrwchZlAWMBsG3a4xbBcxtwzj0CPALQuXPn4ujbIiJFITOZp6Q3oru03pIenZrz+45NoFcvmDoWbruNfa+8stDhhkq5VkQKKZV/s+bb14fC0/3hiCPY8dln6bvJJhFHm1/KtyJSSM+8PZe/DP8Q8Lk29e9ZtRbS7cqLoFEDeOUVzt1ppyjDzEmUBYyRwIVmNgToAnzrnNPwEREJXXl3+9Kta0R3Sbszds45MHo0PPoonH12weIVEUmC8u7+bZBvR4yAK6+EE06Ap56CjTeOIlwRkaKU7eZcKt/ecmzHX3Lt0qXQ+jD41a9gzBjYbrtCh1otoRUwzGww0BVoYmbzgeuBjQCccw8Bo4DuwCxgFXBGWLGIiJRXtMhaqCjPjTfCUUfB0UeHGaqISGJUVDAuN/8eeSQ8/jj06QO1axc0XhGRYlNRcTgla75t3NgXiffeG7beumDx1lRoBQzn3EmVvO6AC8I6v4hIXooWc+bA3XfDXXdBs2YqXoiIVKJaufenn+CKK+BPf4KWLeEM3dcSEalItmF4qX8rbOc++ihstRX06AHHHFOocPOmKCbxFBHJVV6KFikzZkC3bvD993D++bDjjmGELCJS9GqUe7//Ho47zg/R23VXOPPMQoQsIlJ0ysu1Obdxb7sN+vaFY4/1BYwipAKGiCRChZPBVaVokfLOO3DEEVCnDkyYoOKFiEgWNc69y5f7ISOTJ8Njj6l4ISKSRY1zrXO+cHH77XDiifDkkyFHHB4VMESkaNW4Cl2e8eP9XBdNm/pJjX796zxEKyKSDHnLvYsW+V5uH38MQ4f6VZ5EREpcRZNwVivXlpXBeef5oSPnnw/33lvU8wupgCEiRSlzOai8FC5SNtkEOnSA556Dbbap+fFERIpcXofnpdStC40awYsvwqGH5jNcEZGilG2509T31c61ZlCvHlxzjZ+Q3ixf4UZCBQwRKRrZGtDrLQdVUx98ALvsAnvuCW++WfQJXkSkpvI+PA/g009h221h883h9deVa0Wk5GXm2ry0b7//HhYuhDZt4J57EpNrVcAQkVgL5a5fNvfcA5dc4ntd9OyZmCQvIlIVFS3Hl5ec+/bb0L27n/l+4EDlWhEpSaHn2uXL4Xe/gwULYOZMqF+/ZseLERUwRCS2Qh0mkuIc3HCD71J33HE+2YuIlKBsXZfzmnfHjvWz3m+9NVx9dc2PJyJShELPtQsXwmGHwSefwODBiSpegAoYIhJjqcp0XoeJpCsrg4svhvvu8zPfP/ywX3VERKREhD40L2X4cD/zfdu28Mor0KxZfo8vIhJzoQwTyfT5535Ooa++8vMLHXJIfo8fA2qpi0isdWm9ZTjFC4A33vDFiz/9Ce64Q12ZRaTkjHhvATMWrqB9s0bh9HIDPw77/PNh9919g3rLLSvfR0QkQTJ7XYSSa8H3blu2zPd469Il/8ePARUwRCSWnnl7Lm9/vmy9GZjzxjlfrDjgAD8e+ze/UfFCREpW+2aNGPqHvcM5uHOw6aa+Mb3ddtCgQTjnERGJsdB7Fafatg895Oe92Gmn/J8jJlTAEJHIVbTedY9OzfN7sm+/hRNOgL59oWtXv+KIiEiJSeXdVO+LvHMOrrvON6hvvBF23jn/5xARibH09u2MhSvC61X86qtw551+IvpGjfxXgqmAISKRKG91kZRQutctWQKHH+6XSz3zzPwdV0SkiGTrypxXZWXwxz/CAw/A2Wf/cmdQRKREZObZ9s0a5T/XAgwbBiedBO3awXff+R5vCacChogUVOYERqGtLpJp7lzo1g2++AJGjPDL+ImIlIiCTda5Zg2cfjo88wxccQXcdpuKFyJSEgqWZ1MefxzOOcfPdfHii7DFFuGcJ2ZUwBCR0JXX2yL0okXKl1/CvvvCihUwZoz/XkSkBBS0aOwcHH+8LxLfeqsfqiciUgIye1yE3s599FE491x/c27YsJLoeZGiAoaIhKK8okVBCxcpv/oVHHssnHEGdOpUuPOKiEQkW+Ei9NxrBr16+aF6550X3nlERGIm9Ek6M3XtCn/4A9xzD9StG/75YkQFDBHJu4JXocszcSJsu62f+f6eewp7bhGRAsqcDLmghYvFi+G99/ydwFNOCe88IiIRyzbxPIQ8SWdKWRkMHQonngg77OBXHClBKmCISF4UfNxfZf7zH9+VuVs3351ZRCSBsvW0SP1bkMLx3Llw6KG+iDFnDmy2WbjnExGJQHm5NiW0STpT1qyB006DwYNh883hiCPCO1fMqYAhItUWq2Ei6f75T5/kd9sNBg6MJgYRkRBE2tMi08yZvnixcqWfQE7FCxFJkMjncEtZtcrflBs1Cvr3L+niBaiAISI5ytZlLlZFi5T77vPL9x14oO950bBhtPGIiORB5D0tMk2b5ue6qF0bJkyAXXct7PlFREIS2Yp52XzzDRx1FEyaBI884lcdKXEqYIhIhSrqMhebokXKTz/BoEHQowcMGQL16kUdkYhIjUQyGWcunnsOGjTwKzu1aRNtLCIiNRCrnm2Z3n8f3n3Xt2t7944ujhhRAUNEsoptozmbsjJfvKhXzzemGzaEOkpvIlKcYtNtOZsffoD69eGmm+Cyy6BJk2jjERGphvLybOrfyPNtKtcecAB8/jk0bRpdLDGjFr6IrBPrRnN51q713ekWLYKRI2GLLaKOSESkWmLVbTmbp5+G/2fvzuNtrrc/jr8+hAgVDVeIc0Ol2RUJjZIuocgQSglNt0mD5pJGSZG6NGowNBpKhEhKSlI3kgqFJCUhQzif3x+fs/220znHPud8v/uz93e/n4/HeZzBds66g+Vjfddan1tvdSMjNWuqeCEiaSllbsvLz9dfuxG9gQPd1dQqXuxCBQwRSf1Dc362bIHOnWHsWLj7bjeLLSKShnIfqFMu/w4ZAlddBaedBpUr+45GRKRI4nOt19vy8jN3rite7LEH1KnjO5qUpAKGSAZLqzGR3DZscLsupk+HwYPd4k4RkTSR38x1yh2orYV+/eCuu6BtW3eFn/YLiUiaSJtcC+5M27q1627TfqF8qYAhkoHSunARc/75MHMmvPgidO3qOxoRkQIVtCQu9j4l8/CwYa540b07PPWU9guJSEpL21z77bfuetRDDoF334WqVX1HlLL0t5BIhkjL/RYF6dcPeveGVq18RyIi8jdpe4jOrUsX2LrVdbmVKOE7GhGRXUQm19auDY88Ah07akxvN1TAEMkAKb+sKFHffgvjxsH118Nxx7k3EZEUkzvnxt6nTd7dssUViW+5xd3qdPXVviMSEdlFXt3Esfdpk2sBnngCGjeGY46Byy/3HU1aUAFDJOJSfllRoubPhzPPdFemdusGBx7oOyIRkb9J+5y7fr3bLzRjBjRs6D4WEUkRkRiDBrdf6O673VvPnjB8uO+I0oYKGCIRlvYH6ZhZs9yoSIUKbqmRihcikiLSakHc7vz6q5vB/vxzd2WqihcikkJS/ramRGVnwzXXuNudund3XRiSMBUwRCIod3U6LQ/SMe+8A+3aQfXqrnhxcJr+5xCRSBo3fyULV62nbpWKQBofqlesgDPOgGXL3NXU2i8kIikkMg/ltm2DHj3cEvrrroMBA7RfqJBUwBCJoNiBOm0P0vH++APq1oWJE+GAA3xHIyIC/H+hOFa8GNO7ke+QimfrVvdUcPJkOOkk39GIiOwUmeIFuNGR1auhf3+3Z8gY3xGlHRUwRCIivo05EgfqpUshKws6dYL27XV1n4ikjLzamNPWsmVQo4a7um/BAuVaEUk5sfNtWhcv1q933ReVK8PbbyvXFoP+mxNJc3ktM6pbpWL6HqithQcegLvugg8+gAYNlORFJKVE4jANLse2agU33gi33qpcKyIpI/eDuYZZldI3365Z4/YLlS7t9rop1xaL/tsTSVOR2cIcz1q46SY3D3j++bomVURSRqQO0+DG8tq1c90XF1zgOxoRkV3ybGQezC1f7vYL/fADvPaa9l0EQAUMkTSSX2JP+8IFwI4d0Ls3PPMMXHEFDB6sJC8iXkXyMA0wapQrWhx9NEyaBPvv7zsiEclgeT2Ui8T5dvFiaNbM7XN7911o2tR3RJGgAoZIGohsYo83cqQrXtx+u7sTW0uNRMSj3HsuIpNzf/oJLroIGjeG8eOhYkXfEYlIBovM1ai5Wety7ZYtMGOGuooDpAKGSIqLbGLPrWtXOPBAaN7cdyQiksEidQ11Xg46yD0JPP54KFvWdzQikqEin2uNgZdfhr/+gjp1fEcTKSpgiKSY+JZlILqJHWDtWncX9oABUKuWihci4k0k9wrFWOsWddarB50765pUEfEq0g/n3n4bJkyAJ56AmjV9RxNJKmCIpIi8Ds+x95FK7DGrVrmCxeLF0LOnK2CIiCRRpPcKxWzf7vYLPfssXHutK2CIiHgQ+a6L2H6hY46BDRtg7719RxRJKmCIpIBIV6LzsmSJ28j8yy/wzjtw2mm+IxKRDBPZHRfxtm51Nzq98Qbcead7ExHxIPJn3SeegCuvdB1u2i8UKhUwRDyKfCU6L4sXwymnuIP1tGnQoIHviEQkQ+TVcRHZvLttG7RqBVOnwqOPwtVX+45IRDJQRpx1H34YbrgBzj4bxozRfqGQhVrAMMa0AB4DSgJPW2sfyPXrBwMjgH1yXtPXWjsxzJhEUsm4+StZuGp9NCvR+TnoIDjxROjXD+rW9R2NiERcfmMikc+7pUpBw4ZuQfKFF/qORkQiLPf+tniRHc+LV6+e2+n25JMu90qoQitgGGNKAkOBM4AVwKfGmPHW2oVxL7sNeMVa+6Qxpi4wEagZVkwiqSKW6BeuWk/dKhUZ07uR75DCN2uWmwmsUAFee813NCKSATJiTCS3n36CX3+Fo4+G/v19RyMiEZc7z+YW2by7fTtMn+5Gok87TePQSRRmB0YD4Dtr7RIAY8xooA0QX8CwQGxAaG/gpxDjEfEuvy33kffaa24Ou2dPGDrUdzQiEkF5PQGMdMtyXr7/Hpo1g5IlYdEi2EOTwiISvIwax8vLli3uXPvmm/DFF65gLEkT5t9sVYHlcZ+vABrmes1dwLvGmP8AewHN8vpGxpheQC+Agw/OkD8YEimRvp5vd555Bnr1ghNOgHvv9R2NFEC5VtJVfk8AMyrXfvklnHmm230xaZKKFylO+VbSUV7n2YzKs+BuF2nbFt57Dx57TMULD3z/7dYZeN5aO9AY0wh40RhzpLU2O/5F1trhwHCA+vXrWw9xihRLRu66ABgwAG68EVq0cF0Ye+3lOyIpgHKtpKP44kVGPQGM99FH0LKly7HvvQeHH+47ItkN5VtJN5G/RSQRv/0GZ50F8+bBCy9At26+I8pIYRYwVgLV4z6vlvO1eD2AFgDW2tnGmD2B/YBfQoxLJGkyctdFzO+/w6BB0LGjS/KlS/uOSEQiJCM22ydq0CDYbz9340iNGr6jEZEIio2MZHSufest1+32xhvQurXvaDJWmAWMT4HaxpgsXOGiE3B+rtf8CJwOPG+MORzYE1gTYkwioctv431G7LoA2LEDjIF994WPP4aqVd08tohIgDK2sy3e9u1uVGTECNi4EQ44wHdEIhIh8WfaWL7N6Fx74YVw8slQs6bviDJaibC+sbV2O3AlMBn4GnfbyAJjTD9jTKxk1QfoaYz5AhgFdLfWqo1O0lasvS6+cHHfOUcxpnejzEj4f/0FXbpAnz5gLRx8sIoXIhK4kXN+ZM7StTs72zIiv+b29NPuSur166FcORUvRCRwsUIxQN0qFTPnYVy8L75wY3mffuo+V/HCu1B3YFhrJ+KuRo3/2h1xHy8EGocZg0gyZXR73aZN0K6dWx730EOuC0NEJEC5x0Yy8jANLsfedJObxdayThEJQaxQ3DCrUmaNQMeL7RcqX969SUrQ33oiAYjfdZGR7XXr1kGrVjB7Njz1FFxyie+IRCQiChrLy7hcay3cfDM8+CB06uRGR7RfSEQCkle+zdhC8aRJcO65UK0aTJmi/UIpRAUMkSKIT/CQobsuYrKz3dV9n38OY8ZA+/a+IxKRNJdf0SJjCxcx99zjiheXXQZDhmhET0SKTfk2D7NnuyWdRxwBkydrRC/FqIAhUgh53X8de5+xSb5ECfdEcK+94IwzfEcjImlKh+gEXHgh7Lkn3HCDxvREpMiUb3ejfn3o29ftdNt7b9/RSC4qYIjkI3eXBah9eRcLF8KCBXDeedC2re9oRCRN5VUYVo6N8+efMGwYXHONa2G+8UbfEYlIGostnAfl278ZNsydaQ88EPr18x2N5EMFDJE85E7uMUryOT79FFq0cF0XrVpB2bK+IxKRNJQ71yq/5vL77y7HfvwxNGwIjbX3XEQKL6+Oi4xcOJ8fa13HxUMPwYoVblxPUpYKGCI5lNwT9N570KYN7L+/W2qk4oWIJCi//UHKtXn4+We3X2jRInjlFRUvRKRI1HGxGzt2wKWXuqupL7sM7r7bd0SyGypgSEbTDGAhjR0LHTtCnTpuqdFBB/mOSETSSOy2prpVKgLqusjX0qVup9DPP8Nbb2m/kIgUih7KJWjrVujWDV59FW67zY2NaL9QylMBQzKSZq6L6PPPoV49ePttqFRp968XEckxcs6PzFm6loZZlRjTu5HvcFLbihWweTNMnQonnOA7GhFJI+q4KISNG90+t4ED4brrfEcjCVIBQzJGft0WSuoJ+OUXd4XUXXe5G0f23NN3RCKSRuIP1Bl31XRhxHJt06bw/ffKtSJSKPG5Vh0XBVi3DsqVg8qV4bPPlGvTTAnfAYgkQyyhxxcu7jvnKMb0bqTkXhBr4Y473D3YP/zg2uqU5EUkQSPn/EjHYbN1oE7EtGlwyCEwerT7XLlWRApBxYsErVrlisSXXOI+V65NO+rAkEjLPSqihF4I2dlw1VUwdChcfDFU1VNTEUlMXmN66nYrwJtvQqdObr/QySf7jkZE0ojOuoWwZInbKbR6NQwa5DsaKSIVMCSSdHgupm3boHt3GDkSrr/eXSulpUYikgBdjVpIzz3nngQ2aKD9QiJSKMq3hfDVV9C8OWzZ4jreGjb0HZEUkQoYEjlK5gEYMMAVL+67z92LreKFiCRALcyF9MUXrsPtjDNcF8Zee/mOSETShPJtIWzbBm3auPPsBx+40WhJWypgSKQomQfk2mvh8MPhnHN8RyIiaUL5twiOOQZeew1atYIyZXxHIyJpQCMjRVCqFLz0EvzjH5CV5TsaKSYVMCQydHgupl9+gRtugMceg332UfFCRAoUf7MToMN0orKzXa7t0MG1MLdr5zsiEUlh+eVadRkn4I03YOlS6NMHGun67qhQAUMiI5bcdXgugh9/dC3My5dDz57QpInviEQkBeV3HXXsvQ7TuxG/X2jvvTWDLSIFyj0WHXuvXJuAZ591Z9oTTnBL6UuV8h2RBEQFDEl7sQP1wlXraZhVSQm9sL75xhUv1q+HKVOgcWPfEYlICsp9kNYhupA2bXJdF2+/DQ88ADfd5DsiEUlBeRWK9XCukAYOdEvozzwTXn9dxYuIUQFD0lpeCzulEObPd8WLEiXg/ffdPLaISA4dpAOyYQO0bAmzZsGwYdCrl++IRCTF5HWDngrFRXD77dC/P5x3ntt7Ubq074gkYCpgSNrSzosAVK4MdevC009D7dq+oxGRFKKOiwCVLQtVqsCoUdCxo+9oRCQFxXcTK9cWQ7VqbnTkySehZEnf0UgIVMCQtKPtywH49FOoVw+qV4cZM3RNqojsQgXigPz4o2tdrlIFRo9WrhWRXcR3uS1ctZ66VSoypreWTRbaX3/BV1+5s23v3mCt8m2EqYAhaSOv1jpVqIvg5ZfhwgvhvvvgxhuV4EVkJxWIA7RokRvRy8pyI3rKtSISJ3eXW90qFTUKXRSbNkH79i7PfvedKxgr30aaChiSFvLadaFDdRE8/jj85z9w6qlw2WW+oxGRFKI8G6DPPoMWLVz78pAhOkyLyE4qFAdo3To4+2z48EO3X6hKFd8RSRKogCFpQVekFpO1bqHRHXdAmzaulXnPPX1HJSIpQIfpgM2YAa1bQ6VK7mYn7RcSkRwqFAdo9WpXKF6wAMaMcUs7JSOogCEpK/dcoK5ILYYlS9zIyIUXuoWde+iPvkim01heCLKz3dV91avDu+9CVbWDi4gKxaEYOhQWL4YJE9x1qZIxEvpXjDGmNHCwtfa7kOMRATQXGJjYEqNDDnGLO+vWdVemSsZRHpd4egoYAmtdfh0/HsqUcbc8SUZSvpV4yrcBi51t77wTOnVyZ1vJKLstYBhjWgKPAKWBLGPMscCd1tpzwg5OMkt8x4Uq1AHYsgU6d4aWLeGSS+DII31HJJ4oj0tuGssL2ODBMGuWuyb1oIN8RyMeKd9KjLouQjB3rtvhNnas63BT8SIjJdKB0Q9oCEwHsNbON8bUCjUqySh5tTGrQl1MGza4XRfTp8Ppp/uORvxTHheN5YXBWujXD+66C9q2he3b3eJOyWTKtxlO43khmT7d7Rfaf3/3kE4yViIFjG3W2nVm1w3aNqR4JAONm79y52FaCT4Av/4KZ50Fn38OL70EXbr4jkj8Ux6Xnbm2bpWKGssLQnY2XHut677o3h2eekr7hQSUbzOezrUhGDcOOnaEWrXcfiF1umW0RP6m/doY0wEoYYzJAq4CPg43LIm63E8C61apyJjejTxHFQGbNsFJJ8HSpfDmm+5qKRHl8YylXBuiq692V1Nfcw0MHKj9QhKjfJvBRs75kTlL19Iwq5JybVDeegvatYN//QsmTtR+ISGRv22vBP4FZANvAFuBq8MMSqIvVp0G9CQwSOXKQY8eMGmSihcST3k8A8UWx8XamJVrA9a5s7vd6ZFHVLyQeMq3GWjknB/pOGz2zmWdyrUBatwYeveGadNUvBAgsQ6MM621NwE3xb5gjDkXl5RFCk3V6RDMn+/mAU84Afr08R2NpB7l8QwTv/Vei+MCtH69exp4/memDtsAACAASURBVPlw4onuTWRXyrcZRreMhMBaGDHC3TKy777uylSRHIkUMG7j70n31jy+JpKQWDuzqtMBmTULWrWCGjXc3gs9CZS/Ux7PALrJKWSx/ULz50ODBm4WW+TvlG8zhG4ZCUl2thvNGzLEjUZffrnviCTF5FvAMMacCbQAqhpjHon7pYq4tjiRQoklem2/D9A777i5wOrVYcIEFS9kF8rjmSP3E0A9BQzY8uXQvDksW+au71PxQnJRvs0s6roIybZtcPHFbgl9nz7uylSRXArqwPgF+ArYAiyI+/oGoG+YQUk0xW/AV/dFAEaNggsugKOOcjsvDjjAd0SSepTHM0Ss80JPAEOweDGccQasWweTJ7tFySJ/p3ybITSiF5LNm91NIxMmwL33ws03w663+YgABRQwrLWfA58bY1621uqyXQmENuAHxFr3FPDEE2H8eNh7b98RSQpSHs8s6mwLyccfux1D06dDvXq+o5EUpXybGVS8CNGKFTB7NjzxhDovpECJ7MCoaoy5F6gL7Bn7orW2TmhRiUjerIWNG6FCBXjhBTcnWLas76gk9SmPR1j8YmQJ0IYNLtdecAG0bg377OM7IkkPyrcRpeJFSDZsgPLloXZt+PZb5VrZrUQG5p8HngMMcBbwCjAmxJgkYmJXS8WuTZUishZuvNHdNPLHH1CmjIoXkqjnUR6PLC1GDsHEiVCzpnsaCDpQS2E8j/JtJGlULwTLl8Pxx7srqUG5VhKSSAGjnLV2MoC19ntr7W24hCyyW7Fq9Zyla7X7ojh27ICePeHhh+HUU91TQZHEKY9HVHz3hQ7UARk1Ctq0cQUMLeuUwlO+jTDl2gB98w00bgyrVmm3kBRKIiMkW40xJYDvjTGXAisB/etJdkutdgHZuhW6dIHXX4fbb4e779ZSIyks5fEIis+xKg4H5Mkn4Yor3GF6/HioWNF3RJJ+lG8jSKN6AZs3D1q0cB/PmAHHHec1HEkviRQwrgX2Aq4C7gX2Bi4OMyhJb7oXO2B9+rjixaBB7l5skcJTHo8YFYhD8M47cPnlcPbZMGaMRvSkqJRvI0ijegFat87d7FS+PEyZAnW0HkYKZ7cFDGvtnJwPNwDdAIwxCf3pNca0AB4DSgJPW2sfyOM1HYC7AAt8Ya09P6HIJSXpXuwQ3HqrexrYoYPvSCRNFSePS2rSLHYImjd3HRg9ekCpUr6jkTSlfBtdGh8JyD77wPDh0LAhVKvmOxpJQwXuwDDGHG+MaWuM2S/n8yOMMS8Acwr6fTmvLQkMxc391QU6G2Pq5npNbeBmoLG19ghAj5fTXPyhekzvRkr0RfXTT3D99bB9O1SpouKFFFlx8rikNh2mA7B9O/Tt6xbJlSwJl16q4oUUmfJt9GgRfYBeftmN5gG0a6fihRRZvgUMY8z9wMtAF2CSMeYuYDrwBZBIr08D4Dtr7RJr7V/AaKBNrtf0BIZaa38HsNb+Uuj/BJIS4hO8DtXF9P330KQJDBsGixb5jkbSWAB5XFKMDtMB2roVOnaEBx/8/0O1SBEp30ZLLNdqEX1Ahg6Frl1dl5u1vqORNFfQCEkb4Bhr7WZjTCVgOXCUtXZJgt+7as7viVkBNMz1mjoAxpgPcWMmd1lrJ+X+RsaYXkAvgIMP1j+MU01eYyNSRP/7n2tj/usvmDYNjjzSd0SS3gqVx5VrU1NsrxCwc7eQcm0xbdgA55zj8uyjj7rFnSLFo3wbAbn3uGkcupishXvvdUvoW7eG0aO1iF6KraACxhZr7WYAa+1aY8ziQhQvCvPzawOnANWAmcaYo6y16+JfZK0dDgwHqF+/vsp2KUSL5AI0ezb8+9+w117wwQdQt+7uf49IwQqVx5VrU0teB2kdpgOwdi2cdRZ89hmMGAEXXOA7IokG5dsIGDd/5c5uYuXaYrLWLaIfNMjl2WeegT0SuT9CpGAF/b/on8aYN3I+NkBW3OdYa8/dzfdeCVSP+7xaztfirQDmWGu3AUuNMYtxBY1PEwle/NMiuQCVKAE1a8Kbb7r3IsVX3DwunmghcohKlHBvr78ObXJPtooUmfJtmorvclu4aj11q1RkTO9GnqOKiG3b4KqrXBGjRIGrF0USVlABo12uzx8v5Pf+FKhtjMnCFS46AblvGBkLdAaey1l4VAcIustDQhJ/J7YO1sWwaBEcdpjbxvzZZ0rwEqTi5nHxQJ1tIVm2DA480G3A//BD5VoJmvJtmsmry027LgKwZQusWgVZWfDYY25kRGMjEqB8CxjW2mnF+cbW2u3GmCuBybj9Fs9aaxcYY/oBc62143N+rbkxZiGwA7jBWvtbcX6uhCuvWWwl+mJ45hno1QtGjXI3jehALQEqbh6X5FPxIiRffun2C515phsbUa6VgCnfphd1uYVkwwZo2xa+/Ra+/tqNRYsELNRBJGvtRGBirq/dEfexBa7LeZMUlzvZK+EX04ABcOONbha7VSvf0YhICtBYXgg++ghatnQH6b59fUcjIilAuTYEv/3mzrTz5sHzz6t4IaHRJhVJiJ4KBshauOUWeOABd4XfCy9A6dK+oxIRzzSWF4LJk+Hcc6FqVZgyBWrU8B2RiHimXBuClStdl9v337tdbmef7TsiibCEeyiNMWXCDERSl4oXAfvoI1e8uPRSePllFS8kaZTHU1d8ntVYXkA2b4aLL4Y6ddzNTipeSBIp36auWPeFcm2Abr4Zli+HSZNUvJDQ7baAYYxpYIz5H/BtzufHGGOGhB6ZpAQVL0LQuLE7TD/xBJQs6TsayQDK46lNeTYkZcu6w/T06W55p0gSKN+mNnVfhOTxx93Z9pRTfEciGSCRDozBQCvgNwBr7RfAqWEGJalBh+oAbdrk2phnzHCfN2mijcySTMrjKUp5NgQPPQR35KzbOuood+uISPIo36YodboF7KOP3A63P/+EihXhmGN8RyQZIpECRglr7Q+5vrYjjGAkdehQHaB169xc4Lhx7ho/keRTHk9ByrMBs9Yt6bzpJrcBPzvbd0SSmZRvU5DybcAmTYJmzVyuXbfOdzSSYRJZ4rncGNMAsMaYksB/gMXhhiW+5L4TW0m+mFavdtf2LVwIY8ZA+/a+I5LMpDyeQpRnQ7BjB1x2GTz1lNsv9PjjuipVfFG+TTEqXgRszBjo1g2OPNIVMg44wHdEkmESKWBchmuHOxhYDUzN+ZpESO4Dta5IDcCaNW5U5Kef4O234YwzfEckmUt5PEXkvo5aeTYA1sIFF8DIke6Gp/79NaInPinfphhdmRqgl15y+bZJE5gwAfbe23dEkoESKWBst9Z2Cj0S8UKFixBVruxGR7p2hUaNfEcjmU153DN1XYTIGDjrLDjuOLj+et/RiCjfpoBYzgVYuGq9lnYGpUED133x5JNQrpzvaCRDJVLA+NQY8w0wBnjDWrsh5JgkSfQkMCRz58L++7sr+4YO9R2NCCiPe6MicYh+/x3mzYPTT3eFYpHUoHzrSXzRIj7n1q1SUUs7i8NaePNNOOccdy31iBG+I5IMt9sChrX2EGPMiUAn4G5jzHxgtLV2dOjRSWg0DxiS996DNm3cVamTJvmORgRQHvdp3PyVO5/+qXARoFWr3H6hZcvcW6VKviMSAZRvfcn9UE45NyA7dri9Qk8/DWPHujOuiGeJdGBgrf0I+MgYcxfwKPAyoEScplS8CMnYsdCxo6tOP/us72hEdqE8nlyxJ4ELV62nbpWKjOmtMbLALF3qdgr9/LPLuypeSIpRvk0ejeeFaOtW19322mtw223QurXviESABAoYxpjyQBtcJflwYBxwYshxSQiU5EP0/PPQo4ebDXz7bR2oJaUojydXXuN5EpAFC1zxYssWmDYNGjb0HZHILpRvk0ej0CH6808491x4910YOBCuu853RCI7JdKB8RUwAXjIWvtByPFICDSDHbLt292VfaefDm+8AeXL+45IJDfl8ZDlNXutInEIRo1y72fOdFf4iaQe5dskUDdxyObNc3n2mWfg4ot9RyOyi0QKGP+01maHHomERjPYIbEWtm2D0qVh8mRXuChTxndUInlRHg+RZq+T4K+/XK7t1w+uvBL+8Q/fEYnkR/k2ZCpehCiWa5s2he+/h4MO8h2RyN/kW8Awxgy01vYBXjfG2Ny/bq09N9TIpNg0gx2i7Gy46ipYsgTGjXNXpoqkGOXx5Ih1XuggHZI334Q+fdzISFaWiheSkpRvk0PFixAtWQItWsC998J556l4ISmroA6MMTnvH09GIBK8+OKFZrADtG0bdO8OI0fC9dfDHgntwhXxQXk8SRpmVdJBOgzPPgs9e7pdF/vs4zsakYIo34ZMxYsQffUVNG/uFnfWqOE7GpEC5fsvL2vtJzkfHm6t3SUZG2OuBKaFGZgUz8g5PzJn6VoaZlVS50WQNm92Vem334b774ebbgJjfEclkifl8fDF51oJ2COPuM6L5s3dfqG99vIdkUi+lG/Dp263kHz8Mfz731C2rNt7ccQRviMSKVCJBF6T1+aWHkEHIsGKJXl1XgTsggtg4kT473+hb18VLyRdKI+HRLk2JM8/74oX550H48ereCHpRPk2ROp2C9iyZdCsmbs9b9YsFS8kLRS0A6Mj7gqoLGPMG3G/VAFYF3ZgUjTxey+U5ENwyy3uQN2hg+9IRHZLeTxc8d0XyrUBa9cOVq92Y3olS/qORmS3lG/DpW63kNSo4XZedOyo/UKSNgoa3v8E+A2oBgyN+/oG4PMwg5Kiyes+bAnAjz+6JXJXXw3HHefeRNKD8nhI4vOtcm1Atm2DBx6A666DChXciJ5I+lC+DZG63QI2YoQ7zx59tDvfiqSRgnZgLAWWAlOTF44UlRYbhWTRIjjjDNiwAdq3h6r6i1PSh/J4eDSLHbBNm1x328SJUKeOexookkaUb8OjbreADRzoutu6dYMXXvAdjUihFTRC8r619mRjzO9A/HVQBrDWWvVwpQgVL0Ly2WfuOqkSJeD991W8kLSjPB4OHaYD9scfcPbZbv562DAVLyQtKd+GR90XAbEWbrsN7rvPjUI//bTviESKpKARklNz3u+XjECk6PQkMATvv+8O1JUqwZQpULu274hEikJ5PGAaHQnY6tWuULxgAYwerf1Cks6Ub0OggnFAduyAK690S+h79YInntB+IUlbBY2QZOd8WB34yVr7lzGmCXA08BKwPgnxyW4osYdk1Sq32GjSJHVeSNpSHg+Wut1CsHEjrF8PEybAmWf6jkakyJRvgxNbSA8wZ+laQAXjYtuxA5YscTfo3XefbtGTtJbINapjAWuMOQR4DqgNjAw1KtmtkXN+pOOw2XoSGLQVK9z7Tp1g3jwVLyQqlMcDoG63AK1c6dqZDznE7RpS8UKiQ/m2mGK36YFbSq+cWwybNsHatVC6NLz1Ftx/v4oXkvYKGiGJybbWbjPGnAsMsdYONsZom7JHed02osQegCFD4IYbYPp0aNQISpXyHZFIUJTHi0HXUwds7lw3NnL11XD77cq1EjXKtwGoW6UiY3o38h1Gelu3Dlq1ct0Xs2Yp10pkJFLA2G6MOQ/oBrTN+Zr+BHiiFuYQWAv33AN33glt2uiaVIki5fEi0vXUAZsxw+0X2m8/6NzZdzQiYVC+LaL4YnHdKhV9h5PeVq92nW0LF8LLL2vfhURKIgWMi4HLgYestUuMMVnAqHDDkryoeBGC7Gy47jp47DG48EK3kXmPRP5YiKQV5fFCih2kY/PXyrkBGD/eLek85BB4912N6ElUKd8WUu58q2JxMS1bBmecAT/9pP1CEkm7/ZeatfYrY8xVQC1jzGHAd9bae8MPTeKpeBGSV191xYtrrnH3YpdIZC2MSHpRHk9cfgdp5dxiWr3a7RY65hiYOBEqV/YdkUgolG8LR2PRIejeHX79FaZOdSPRIhGz2wKGMaYp8CKwEneX9T+MMd2stR+GHZzoKWDoOnSAcuXcjKCWGklEKY8nRgfpEB14oFsgd/zxUKGC72hEQqN8mxidb0P03HOwYQMcfbTvSERCkUiv/CDg39bahQDGmMNxibl+mIGJE784TofpgGzY4O7AvuceqFXLzWOLRJvy+G6oyy0E1kK/flCnjtt3cdppviMSSQbl291QsTgE06fDa6+5hfRZWb6jEQlVIgWM0rEkDGCt/doYUzrEmCQXbWIO0K+/wllnweefw3nnuQKGSPQpjxdAxYsQZGe70bwhQ6BnTy3slEyifFsA5dsQjBsHHTu6M+26dVCpku+IREKVSAFjnjHmv8BLOZ93AXQdVBKMnPMjc5aupWGWElEgVqyA5s1h6VIYO9aNjYhkBuXxfOgwHYJt26BHD3jxRbckecAA3xGJJJPybT6Ub0Pwwgtw8cVQv77bL6TihWSARAoYlwJXATfmfP4BMCS0iATYNclrE3MAli2DU06BtWth0iQ4+WTfEYkkk/J4HnSYDsH27dC+vbtxpH9/uOUW7ReSTKN8m49x81cCyreBeeIJuOIKaNYM3nwTypf3HZFIUhRYwDDGHAUcArxprX0oOSFlNi01Csl++7llRnfdBfXq+Y5GJGmUx/9OeTZEe+wBRxzhru27/HLf0YgklfJt/uK7ipVvA3LooW4877nnoEwZ39GIJE2+BQxjzC1AD2AecLwxpp+19tmkRZaBtNQoBJ9+Cocd5rbejx/vOxqRpFIe/zvl2ZCsWQM//wxHHQX33ec7GpGkU77NW+6CsbqKiyk7Gz74wHUSn366exPJMAV1YHQBjrbW/mmM2R+YCGR8Ig6TWusCNnGia2Xu2hWGD/cdjYgPyuO5KM+GYPlyt19o82ZYvBhKa1+hZCTl21xUMA7Ytm1u38VLL8HcufCvf/mOSMSLggoYW621fwJYa9cYY0okKaaME6tOx65LVXIPwOjR0K2bGxvp3993NCK+KI/nQXk2QIsXwxlnuM33b72l4oVkMuXbONoxFLDNm91NIxMmwL33ahxaMlpBBYx/GmPeyPnYAIfEfY619txQI8sgseJF3SoV1VoXhP/+181eN23qEn3Fir4jEvFFeTyObnYK2Oefu10XADNmwHHHeQ1HxDPl2zjqdgvQ+vXQujXMnOkWd152me+IRLwqqIDRLtfnj4cZSKarW6UiY3o38h1G+lu/Hvr1g5Yt4ZVXoGxZ3xGJ+KQ8nkM3O4XgwQdhzz1h6lSoU8d3NCK+Kd/mom63gIwfDx9+CC+/7JZ2imS4fAsY1tppyQwkU+mJYECsdW8VK7okX60alCrlOyoRr5TH/5+eBgYoOxtKlIBnn3VXU1er5jsiEe+Ub534sei6VdQBWyyxXNu1KzRsCLVr+45IJCWEOp9njGlhjPnGGPOdMaZvAa9rZ4yxxpj6YcaTimKHaj0RLIbt2+GSS6BPH1fEyMpS8UJEdtL1fQEaNQoaN3bdbuXKqXghIjvFOt3mLF2rseji+uYbt8dt7lz3uYoXIjuFVsAwxpQEhgJnAXWBzsaYunm8rgJwNTAnrFhSlQ7VAdi61S01evZZ7boQkb/R6EiAnngCunSBMmV8RyIiKSb30s4xvRvpbFtU8+a5PW5r1kDJkr6jEUk5Be3A2IUxpoy1dmshvncD4Dtr7ZKc3z8aaAMszPW6e4AHgRsK8b0jQd0XxbRxI5xzjpu/HjQIrrnGd0QiKa0IeTxtxdqY5yxdC2h0pFisdVvvb78dzj4bxozRfiGR3cikfAsa0wvMzJnQqhXsuy9MmaL9QiJ52G0HhjGmgTHmf8C3OZ8fY4wZksD3rgosj/t8Rc7X4r93PaC6tfbt3cTQyxgz1xgzd82aNQn86NSn7otistYt6nzvPXjuORUvRAqQaB6PUq6Nv5paB+piGjDAFS+6doXXX1fxQqQAmZhvY3SmLabPPnM3O1Wt6va5qXghkqdEOjAGA62AsQDW2i+MMacW9wfn3I/9CNB9d6+11g4HhgPUr1/fFvdn+xJ7IgjsfCqo7osiMgauvhquvRbatvUdjUiqSyiPRynXxgrEut0pAB07wp9/wp13uoVyIlKQjMu3WtoZkKOPhquughtugP328x2NSMpK5CRSwlr7Q66v7Ujg960Eqsd9Xi3nazEVgCOBGcaYZcAJwPioLvKMX2wE6KlgUX3/PbyRc636ueeqeCGSmKLm8bSk8bwAbNkCjz/utuDXqAF3363ihUhiMibfamlnQF54AVavdgvoH3xQxQuR3UikA2O5MaYBYHMWc/4HWJzA7/sUqG2MycIVLjoB58d+0Vr7B7DzT6gxZgZwvbV2buLhp4fci41UtCii//0Pmjd34yPNm0P58r4jEkkXRc3jaUutzMWwYYPbLzRtGhx5JJxyiu+IRNJJxuRb7b0opvj9QjfcAA895DsikbSQyOOUy4DrgIOB1bhOict295ustduBK4HJwNfAK9baBcaYfsaY1kUPOf0owQdg9mw46SS3jfm991S8ECmcIuXxdDNyzo90HDabhavW+w4lff32GzRrBjNmuKeCKl6IFFbG5FvtciuG7Gy47jpXvLjgArjvPt8RiaSN3XZgWGt/wXVPFJq1diIwMdfX7sjntacU5WekCyX4Ynj3Xfc08KCD3EbmmjV9RySSVoqTx9NFfKdbw6xKamUuipUrXXdbbFSvdUY9axAJRKblW+XaIti+HXr2hOefdzsvBg3SiJ5IIey2gGGMeQr423Iha22vUCKKmPgKtRTRRx+5TcyTJsGBB/qORiTtZEIeV6dbAJYsgTVrXK5V54VIkUQ932osOgDr18PHH7vdQrff7hbTi0jCEtmBMTXu4z2Bc9j1elTJhyrUxbR2LVSq5Dbf33AD7LWX74hE0lVG5HF1uhVRLNc2bQpLlyrXihRPpPOtisXFsHEjlC7t8u3cucq1IkWUyAjJmPjPjTEvArNCiyhClOSLYcAA9zZnDmRlKcmLFIPyuOTro4+gVSt348j55yvXihRTJuRbFYuL4Lff4Kyz4NBD4cUXlWtFiqEoA1dZgPr4d0PLjYrIWrj5ZrjxRjjtNKiqzhWREEQqj8fyrRTS5Mlwxhnuyr7GjX1HIxJVkcm3yrVFtHKlW0T/5ZfQoYPvaETSXiI7MH7n/2f5SgBrgb5hBhUFse4LjY4Uwo4dcPnlMHw4XHqpeyJYsqTvqETSXpTzuEb1iuiVV6BrVzjiCO0XEglQlPOtzrZF8N137mantWu1X0gkIAUWMIwxBjgGWJnzpWxr7d8WE0ne1H1RSI8+6ooXt9wC/ftrqZFIAKKexzWqVwQLF0LnznDiifDWW7D33r4jEomEKOdbdRYXwY4dbkTvzz9h+nT41798RyQSCQUWMKy11hgz0Vp7ZLICkgx2+eXuqtTOnX1HIhIZUc7jOlAXUd268NJL0KYNlCvnOxqRyIhyvlX3RRGULAnPPAOVK8Nhh/mORiQyEtmBMd8Yc1zokUSIZgQL4fffoVcv+OMPKFtWxQuRcEQyj+tAXQjWwh13uMXI4HKtihciYYhkvgV1Fids0iQYNMh93LixihciAcu3gGGMiXVnHAd8aoz5xhgzzxjzuTFmXnLCSz+axy6En3+Gk0+G55+HTz/1HY1I5GRCHteBOgE7drhC8T33wBtv+I5GJJKinG/1YK4QxoyBs892N41s3eo7GpFIKmiE5BOgHtA6SbFEguaxE7R0qdt+//PP8PbbbsGRiAQtsnk8fnxECrB1K3TrBq++Crfe6ooYIhKGyOZbdbslaNgwuOwyaNIEJkyAMmV8RyQSSQUVMAyAtfb7JMWS9jSPnaCvv3YFi82bYepUOOEE3xGJRFVk87gO1AnYtAnOOQfefRcefhj69PEdkUiURTbfgrrdduvBB6FvX2jZ0t3ypBE9kdAUVMDY3xhzXX6/aK19JIR40pZGRwphr72genV4+mk4MnJ7rkRSSSTzuIrFCSpdGipUcEvkLr7YdzQiURfJfCsJ2ntv6NIFnnsOSpXyHY1IpBVUwCgJlCenoiwF0+hIAr74whUsDj4YZs/WNaki4YtkHlf3xW6sWuXeV6niRkeUa0WSIZL5VuN6BdixAxYsgKOPhksvhd69lW9FkqCgAsYqa22/pEUSAXoaWIA334ROneDOO+GWW5TgRZIjsnlc+TYfsf1CBxwAH36oXCuSPJHMtyoY52PrVtdx8c47sGiR6yxWvhVJioKuUdWfwgRpO/NuPP88tG8P9eq5CrWIJEvk8rjybQEWLHBX9q1d667w02FaJJki9wdO43r52LjR3TTy+uvQv78rXohI0hRUwDg9aVGkOVWnCzBoEFx0EZx+ulvYWUktiCJJFLk8rnybjzlz4KST3MczZ0LDhn7jEck8kcq32u2Wj7VrXZfbtGlu38W11/qOSCTj5DtCYq3VI64EqDpdgB9+cOMi7dvDSy/pOimRJItqHle+zcVauOoq2GcfVyjOyvIdkUjGiVK+jS9eaLdbLkOHwrx5rvuibVvf0YhkpIJ2YEgC9DQwD9a61uUaNeCjj9xyo5IlfUclImlOy+TyEMu3b7wBJUq4xZ0iIsWgxfR5iOXaW25x4yPHHus7IpGMVdAIiSRITwPjbNsGXbu6a/sAjjtOxQsRKTa1M+fh2Wehc2e3Cb9qVRUvRCQwOtvG+eoraNIEVq50Z1oVL0S8UgGjGLRMLpdNm+Ccc2DkSPj1V9/RiEiE6IlgLo88Aj16wO+/u234IiISvI8/dvuFli2D9et9RyMiqIBRLBofifPHH9CiBUycCP/9L9x0k++IRCRi9EQQ18Z8223Qpw+cdx6MHw/lyvmOSkQkeqZMgWbN3AL6Dz+Eww/3HZGIoB0YxaYDNe7p36mnuha7UaOgY0ffEYmIRNPNN8ODD0LPnvDkkxrRExEJw9Sp0LKlK1pMngz/+IfviEQkhwoYUnxlykCnTm5ZZ4sWvqMREYmu1q2hVCno188tlBMRCZCWJeeoVw+6dYOHH4Z99/UdjYjE0QhJEWn/BbBoEcyZ5xOfwwAAIABJREFU4z6+8UYVL0REwrBpE7z6qvv4xBPhnntUvBCRUGT8ePSYMbBlixsbeeYZFS9EUpAKGEWU8Qn+s8+gaVO46CK3AV9EJCQZXTBetw7OPNN1uS1a5DsaEckAGTkeba27IrVTJzeeJyIpSyMkxZCRCR5gxgzXxlypEowbpxlsEQlVxhaMV692nW0LFrj9Qocd5jsiEZHo2bEDrrgChg2DXr3gqqt8RyQiBVAHhhTO+PHuQF2tmtvIXLu274hEJANkXMH4hx+gSRP45huXdzt08B2RiEj0/PUXdOniihd9+7qb9PRgTiSlqYBRBBndzjxypFvWOXMmVM2wp6EiIskycyb8+qu7xk/7hUREwrF8ucuzDz4I99+v/UIiaUAjJEWQke3MmzZBuXIwYoSrVleo4DsiEZHoieXabt3grLNgv/18RyQiEj2bNkHZsnDIIa7TTblWJG2oA6OIMqad2Vq4+25o0MAtkytTRsULEZEwTJ8O//wnfPSR+1wHahFJoozpMF692t3odN997nPlWpG0ogKG5C87G665Bu66C44/HsqX9x2RiEg0jRvnOi4qV4YaNXxHIyIZKCM6jJctc/uFvv3WnW1FJO2ogCF5277dXZE6eDBce627C3sPTRyJSHJlxBPBF16Adu3gmGO0X0hEvIp0h/HCha548euvMHUqNG/uOyIRKQIVMCRvffu6Q3X//jBwIJTQ/1VEJPki/0TwvffgwgvhlFNg2jTXgSEikmSRLxZv2ACnnuquTJ05Exo18h2RiBSRHqkXUizBN8yq5DuUcPXpA0ceCd27+45ERDJcpJ8InnwyPPooXHqp2zEkIuJB5IvFFSrAkCHwr3+5xZ0ikrb0WL2QIp3gf/0Vbr3VjY9UqaLihYhIGLKzoV8/d31fyZJw9dUqXoiId5EsFo8dCxMmuI87dFDxQiQCVMAogkgm+BUroGlTeOQR+PJL39GIiESzpXnbNlccvvNOGDPGdzQiItE1YoTbLzRwoLtVT0QiQQWMQojkYRpg8WJo3Bh++gkmT4Z69XxHJCISvY63zZvdYfrFF91+oT59fEckIhJNjz3misWnnQZvvQXG+I5IRAKiAkYhRO4wDTB/vuu82LwZpk+Hk07yHZGIyE6R6Xhbv95dk/rWWzB0qBvX04FaRFJApB7QWes63K65Bs491+Xc8uV9RyUiAVIBo5Aic5iO2bLFbb3/4AN1XoiIhCU7GzZtgpdfhssv9x2NiMhOkXtAt3Yt9OjhxvS0X0gkcnQLSab6/nu3yOiEE+B//3OL5EREUkRkbnxauRIqVYJ99oHZs5VrRSQlpf0Dum3b3Ch0jRpufMQYdbmJRFSoHRjGmBbGmG+MMd8ZY/rm8evXGWMWGmO+NMZMM8bUCDMeyTFqFBx2mHsPOlCLSMqJxBPBb76BRo2gZ0/3uXKtiEjwNm+Gc86BJk1gwwYoUULFC5EIC62AYYwpCQwFzgLqAp2NMXVzvexzoL619mjgNeChsOIprsjMBz75JHTpAieeCC1b+o5GRCRfaf1EcN48t19oyxYt6xQRCcsff0CLFjBxotstVKGC74hEJGRhdmA0AL6z1i6x1v4FjAbaxL/AWjvdWrsp59OPgWohxlMsaf800Fq49143e92yJUyaBBUr+o5KRCR6Zs6EU0+FsmVh1iw47jjfEYmI5CmtH9D98ovLtR99BCNHwqWX+o5IRJIgzAJGVWB53Ocrcr6Wnx7AO3n9gjGmlzFmrjFm7po1awIMsXDS+mng3Llw223QtSu88YY7WIuIxEmVXJvWB+qtW12ePeggV7yoU8d3RCKSglIl36b1A7qbb4ZFi2DcOOjUyXc0IpIkKXELiTGmK1AfGJDXr1trh1tr61tr6++///7JDY40P0zHHH88TJsGI0ZAqVK+oxGRFOQ718ak9YG6TBmYMMF1YVSv7jsaEUlRqZJvIY0f0A0aBDNmwL//7TsSEUmiMAsYK4H401u1nK/twhjTDLgVaG2t3RpiPEWWtofprVvdvov333efn3aaW2wkIpLi0u5A/cQTcNdd7uNjjgHP/yAREYmkzz5zCzs3bXKj0A0a+I5IRJIszH/NfgrUNsZkGWNKA52A8fEvMMYcBwzDFS9+CTGWIou/yi+tDtMbN7pdFyNHwoIFvqMREYkma6F/f7jiCvj8c9ixw3dEIiLR9P77bufF55+7/RcikpFCK2BYa7cDVwKTga+BV6y1C4wx/YwxrXNeNgAoD7xqjJlvjBmfz7fzJi27L377DZo1c211I0a4xZ0iIhKs7Gx3w8jtt0O3bvD667oqVUQkDG+95W4bqVbN7ReqWdN3RCLiyR5hfnNr7URgYq6v3RH3cbMwf35Q0qr7Yu1aOPlk+O47d5hu02b3v0dERArv0kvhqafgP/+BRx/ViJ6IpJX4LuOU9vrr0LGju9HpnXdgv/18RyQiHoVawBAP9tkHGjeGIUNcm52IiISjaVN328idd4IxvqMRESmUtOkyPuooaNcOnn4aKlTwHY2IeKYCRlT8739umVGNGjBsmO9oRESiacMGmDfPdbp16+Y7GhGRYknZLmNrYeJEd8NInTowZozviEQkRajfNQpmz4aTToKLL/YdiYhIsaT0tdW//Qann+4WJK9Z4zsaEZFoys6G666DVq3c+IiISBwVMNLdu++6hZ377QfPPus7GhGRYknZluaVK12h+Msv3e1OuiZVRNJYyhaLt293D+QefRSuvhrOPdd3RCKSYlTAKEDKJveYV1911ek6ddxG5ho1fEckIlJsKdfS/N130KQJLF8OkyZB69a7/z0iIiksJYvFW7ZA+/buBr1+/WDQIC1HFpG/0Q6MAqRkco/ZsQMeeggaNoQJE9zyThERCd6LL7rdF++9B/Xr+45GRCQQKVcsnjvX3TIyeLC73UlEJA8qYOQj/mqplEru4Nrr9tjDJfly5dybiEiaS7kr/WK59s474ZJLoHp13xGJiERPLNc2aQLffgsHp9i5W0RSivqy8pGS3RfWQt++0KYNbNvm9l6oeCEiETByzo/c8ub/gBTJu5MmQd26sHSpa2FW8UJEIiKlRqRXrIDjjnNj0aDihYjslgoYBUip7osdO+DSS+HBB11y10ygiERIrGh83zlH+c+7Y8a4PRd77eXeREQiJGUe0n37reu6+OEHOOAAv7GISNrQv4LTwV9/QefOMHw43HILPPEElCzpOyoRkUClRNF4+HCXbxs2hBkzdKgWkUhJmRHp+fNd8eLPP2H6dDj5ZH+xiEhaUQEjHfTo4VrrBgyAe+8FY3xHJCISPaNGQe/e0KIFTJ4Me+/tOyIRkUClRPfFihVwyilQpgx88AH861/+YhGRtKMCRjq49lp49lm4/nrfkYiIRFerVm5h59ix2i8kIpHlvfuialW47TaYNQsOO8xfHCKSllTASFU//wxDh7qP69WDiy7yG4+ISBTt2OG62/78EypUgLvugtKlfUclIhI9r74KX37pOomvv14LO0WkSFTASEVLl7q5wJtucouNREQizNtG/K1b3b6LG2+E119P/s8XEckUw4ZBx47Qv7/vSEQkzamAkWoWLHDFi7VrYepUqFHDd0QiIqHyMpP955/uppFXX4WBA+GCC5L3s0VEMoW1cP/97ia9f/8bRozwHZGIpDkVMFLJnDlw0kku2c+cCSec4DsiEZGkSOpM9u+/wxlnuCLxs8/Cddcl5+eKiHiU9G43a1038S23wPnnw5tvQtmyyfv5IhJJe/gOQOIsXQqVKrnt9//8p+9oRESiae1aWLkSXnsNzjnHdzQiIkmR9G637dvddalXXAGDB0MJPTcVkeJTASMVrF4NBx4InTq5w3SZMr4jEhGJnl9+gf33h0MOgcWLlWtFJOMkpdtt61bYtAn23RcmTHCLkY0J92eKSMZQKdS3556DrCz48EP3uQ7UIiLB++orOPZYuPtu97lyrYhI8DZuhLPPhrPOch0YZcqoeCEigVIBw6dBg+Dii93SzmOO8R2NiEg0xfYLGQPnnec7GhGRaFq71u0XmjbNLe3cQ43eIhI8FTB8sBZuv90tjmvf3rXXlS/vOyoRkeiZOhVOP93tF5o1C444wndEIiLRs2oVnHwyzJvnrqXu3t13RCISUSpg+DB2rLsH+5JLYPRotTKLiITht9/cXqF//hM++MCN64mISPAuvNAto584Edq29R2NiESYert8aNsWXn0V2rXTXKCISFgqV3ZPAo8/3i2TExGRcAwbBmvWQIMGviMRkYhTB0aybNoEF10E33/vihbt26t4ISIZb+ScH5mzdG2w33TgQNfdBtC8uYoXIiJh+PhjuPpqyM52HW4qXohIEqiAkQx//AEtWsCIES7Zi4gIAOPmrwSgzbFVi//NrIVbb4Xrr3e7hUREJBxTprj9Qm+/7cb1RESSRAWMsP3yC5xyiitcjBoFXbr4jkhEJKU0zKrE+Q0PLt43yc6GK66A++6Dnj3hhReCCU5ERHb1+uvQsiXUquWWI++/v++IRCSDqIARphUroGlT+OYbGD8eOnb0HZGISPTs2AFdu8KTT8JNN7lZ7JIlfUclIhI9zz8PHTq43UIzZsA//uE7IhHJMCpghGmffdz2+ylT3AiJiIgEr2RJqFEDHnjAvWm/kIhIOKpXh7PPhnff1X4hEfFCt5CE4csv3TKjChXgnXd8RyMiEk3r1sHKlXDEEXD//b6jERFJWbGFyQ2zKhX+N1sLs2fDiSe6vRennx58gCIiCVIHRtBmzIAmTeCqq3xHIiISXatXu/1CLVrAli2+oxERSWlFXpi8Ywdcdhk0bqxF9CKSEtSBEaTx491c4CGHQP/+vqMREYmmH36AZs3gp5/gzTdhzz19RyQikvIKvTD5r7/gggtgzBi4+WZo2DC84EREEqQCRlBefBEuugjq1XNjI5Ur+45IRCR6Fi6E5s3hzz9h6lRo1Mh3RCIi0bNpE7RrB5MmwUMPwQ03+I5IRARQASMYGzdC375w8skwdqzbfSEiIsG77z7Yvh3efx+OPtp3NCIi0TR+vFvU+dRTcMklvqMREdlJBYzisNa9L18eZs6EqlXVyiwiEgZr3e0iw4e7/RdZWb4jEhGJnliu7dQJjjrKLUkWEUkhWuJZVNnZcM010KePS/aHHKLihYhIGMaNg6ZNYf16KFdOxQsRkTAsWwb168Pcue5zFS9EJAWpgFEU27ZB9+4weLDvSEREou2FF9wc9rZtbnRERESCt3Chu2lkyRKXb0VEUpQKGIW1ZQu0b++WdvbvDwMHulY7EREJ1mOPwYUXuutSp02DSpV8RyQiEj2ffOK63LKz3Ui0liOLSArTDozCsBbatoXJk+Hxx+GKK3xHJCISTUOGuDG9c8+FkSOhTBnfEYmIRM+XX8Lpp8P++8OUKW4kWkQkhamAURjGQM+e0K0bdOniOxoRkeg6+2xYvtzdOrKH/qoSEQnF4Ye7W0ZuuAEOOsh3NCIiu6URkkSsWOGWyIGbxVbxQkQkeNu2uVtGsrOhZk146CEVL0REwvDqq+5Gp1KlYNAgFS9EJG2EWsAwxrQwxnxjjPnOGNM3j18vY4wZk/Prc4wxNcOMp0gWL3ZLjXr0cBvwRUQkeJs3uwJx794wdarvaEREouvRR6FDB7j3Xt+RiIgUWmgFDGNMSWAocBZQF+hsjKmb62U9gN+ttbWAQcCDYcVTFDV//AaaNHEH63ffhYoVfYckIhI5ZTf/CWedBW+9BU88Ac2b+w5JRCR6rIU77oBrr3UF4wEDfEckIlJoYfbmNgC+s9YuATDGjAbaAAvjXtMGuCvn49eAx40xxlprQ4wrIYd9O5+bht4A+1dyS40OPdR3SCIikVNhw+/cMuQ6+Ol7ePll6NzZd0giIpFjsrPpPmYQvP86XHwxDBumET0RSUthjpBUBZbHfb4i52t5vsZaux34A6gcYkwJO/Kbz/h978rw4YcqXoiIhOSg1T9ywK8/wdixKl6IiISk7JY/OWrRp9CnDzz9tIoXIpK20mKJpzGmlzFmrjFm7po1a5LyMxf2vIYXHnsFqldPys8TEfHNR64teVJTHn/mXWjZMik/T0QkFSQ739asVdWdawcMcLfqiYikqTDLryuB+H/9V8v5Wl6vWWGM2QPYG/gt9zey1g4HhgPUr18/KeMld7Y+Mhk/RiQlbNu2jRUrVrBlyxbfoWS8Pffck2rVqlGqVKmk/2wvufbsI5LxY0RSgnJt6vCZayH5+Va5VjKJcm1qCTrfhlnA+BSobYzJwhUqOgHn53rNeOBCYDbQHngvFfZfiGSaFStWUKFCBWrWrInRkxlvrLX89ttvrFixgqysLN/hiEjAlGtTg3KtSLQp16aOMPJtaCMkOTstrgQmA18Dr1hrFxhj+hljWue87BmgsjHmO+A64G9XrYpI+LZs2ULlypWV5D0zxlC5cmU9MRCJKOXa1KBcKxJtyrWpI4x8G+oGH2vtRGBirq/dEffxFuC8MGMQkcQoyacG/e8gEm36M54a9L+DSLTpz3jqCPp/i7RY4ikiIiIiIiIimU0FDBFJGWPHjsUYw6JFi3Z+bcaMGbRq1WqX13Xv3p3XXnsNcIua+vbtS+3atalXrx6NGjXinXfeKXYs999/P7Vq1eLQQw9l8uTJeb6madOmHHvssRx77LEcdNBBtG3bFoCXX36Zo48+mqOOOooTTzyRL774YufvmTRpEoceeii1atXigQceKHacIiKFFZVcu2jRIho1akSZMmV4+OGHd/k9jz32GEceeSRHHHEEjz76aLHjFBEprEzItYMGDeKII47gyCOPpHPnzkkZzdMl0CKSMkaNGkWTJk0YNWoUd999d0K/5/bbb2fVqlV89dVXlClThtWrV/P+++8XK46FCxcyevRoFixYwE8//USzZs1YvHgxJUuW3OV1H3zwwc6P27VrR5s2bQDIysri/fffZ9999+Wdd96hV69ezJkzhx07dnDFFVcwZcoUqlWrxvHHH0/r1q2pW7duseIVESmMqOTaSpUqMXjwYMaOHbvL67/66iueeuopPvnkE0qXLk2LFi1o1aoVtWrVKla8IiKFEfVcu3LlSgYPHszChQspW7YsHTp0YPTo0XTv3r1Y8e6OOjBEJCVs3LiRWbNm8cwzzzB69OiEfs+mTZt46qmnGDJkCGXKlAHgwAMPpEOHDsWKZdy4cXTq1IkyZcqQlZVFrVq1+OSTT/J9/fr163nvvfd2VqpPPPFE9t13XwBOOOEEVqz4P/buPEyK6urj+PcAKmhERFwQJIxxiSyGKBGRV9GoIEbFLYr7goIaTTQuMeIWl8TELTHBLZGgMeCKAhFFURRFwUBEBYxGAVHcWcQoIMt5/7jVpmlm6Znp7qrq/n2eZ56Z7q6uOjUzHGpO3Xvu+wC8/PLLbLfddmy77basv/76DBgwgNGjRzcqVhGR+iinXLvFFlvwgx/8YJ2l+d544w169OjBhhtuSLNmzejduzejRo1qVKwiIvVRCbkWYNWqVSxbtoxVq1bx1VdfsfXWWzcq1nxoBIaIrOVXY2cx+4OlBd1np61b1rkG/ejRoznggAPYYYcd2GyzzZg+fTq77rprre95++236dChAy1btqwzhvPOO4+JEyeu8/yAAQO4+OK1F0BasGABu++++zeP27dvz4IFC2rc96OPPsq+++5bbRx33XUX/fr1+2a/22yzzVr7nTp1ap2xi0j5Ua4tbK7N1qVLF4YMGcLChQtp0aIF48aNo3v37nXGLiLlR7m2eLm2Xbt2XHDBBXTo0IEWLVrQp08f+vTpU2fsjaUChogkwsiRI/nZz34GhOQ7cuRIdt111xo7F9e3o/HNN9/c6BhrMnLkSE477bR1np84cSJ33XUXL7zwQtGOLSJSH+WYa3PttNNO/OIXv6BPnz5stNFGdOvWbZ2h0iIixVQJuXbx4sWMHj2auXPn0qpVK3784x9z7733cvzxxxctNlABQ0Ry1FVRLoZFixbxzDPP8Prrr2NmrF69GjPj+uuvZ7PNNmPx4sXrbN+mTRu222475s+fz9KlS+usEtenUt2uXTvee++9bx6///77tGvXrtr9fvbZZ7z88ss88sgjaz3/2muvcdppp/H444+z2Wab1Xu/IlLelGsLk2trMnDgQAYOHAjAJZdcQvv27fN6n4iUF+Xa4uXaCRMmUFVVxeabbw7A4Ycfzosvvlj0AgbunqqPXXfd1UWksGbPnh3r8e+44w4fNGjQWs/ttdde/txzz/ny5cu9Y8eO38Q4b94879Chgy9ZssTd3S+88EI/+eSTfcWKFe7u/sknn/gDDzzQqHhmzpzpO++8sy9fvtznzJnjVVVVvmrVqmq3ve222/zEE09c67l3333Xv/Od7/jkyZPXen7lypVeVVXlc+bM8RUrVvjOO+/sM2fOXGef1f08gGmuXCuSasq1a2tsrs244oor/Prrr1/ruY8//tjdQz7ecccdffHixeu8Lwm51pVvRQpOuXZtxcq1U6ZM8U6dOvmXX37pa9as8RNPPNFvueWWat9byHyrJp4iEruRI0dy2GGHrfXcEUccwciRI9lggw249957OeWUU+jWrRtHHnkkf/nLX9hkk00AuOaaa9h8883p1KkTXbp04aCDDspr7mBtOnfuzFFHHUWnTp044IADGDp06DfDjw888EA++OCDb7a97777OOaYY9Z6/1VXXcXChQs566yz6Nat2zdzr5s1a8af/vQn+vbty0477cRRRx1F586lvzMgIpWp3HLtRx99RPv27bnpppu45ppraN++PUuXLv3mvDp16sTBBx/M0KFDadWqVaNiFRHJV6Xk2h49enDkkUeyyy670LVrV9asWcOgQYMaFWs+LBQ/0qN79+4+bdq0uMMQKStvvPEGO+20U9xhSKS6n4eZTXf3knWhU64VKTzl2mRJQq4F5VuRQlOuTZ5C5luNwBARERERERGRxFMBQ0REREREREQSTwUMEQFCQ1+Jn34OIuVN/8aTQT8HkfKmf+PJUeifhQoYIkLz5s1ZuHChkn3M3J2FCxfSvHnzuEMRkSJQrk0G5VqR8qZcmxzFyLfNCrYnEUmt9u3b8/777/Ppp5/GHUrFa968Oe3bt487DBEpAuXa5FCuFSlfyrXJUuh8qwKGiLDeeutRVVUVdxgiImVNuVZEpPiUa8ubppCIiIiIiIiISOKpgCEiIiIiIiIiiacChoiIiIiIiIgknqWtO6uZfQq8W6LDtQE+K9GxSkXnlA46p3Qo5Tl92903L9GxlGsbT+eUDuV4TlCe51WqcypproWS5lv9XqRHOZ6XzikdEn9tm7oCRimZ2TR37x53HIWkc0oHnVM6lOM5xaEcv486p3Qox3OC8jyvcjynUivH72E5nhOU53npnNIhDeekKSQiIiIiIiIikngqYIiIiIiIiIhI4qmAUbs74w6gCHRO6aBzSodyPKc4lOP3UeeUDuV4TlCe51WO51Rq5fg9LMdzgvI8L51TOiT+nNQDQ0REREREREQSTyMwRERERERERCTxVMAQERERERERkcSr+AKGmR1gZm+a2dtmdnE1r29gZvdHr081s46lj7L+8jivn5vZbDN7zcyeNrNvxxFnfdR1TlnbHWFmbmaJXgII8jsnMzsq+lnNMrMRpY6xvvL43etgZhPN7JXo9+/AOOKsDzMbZmafmNnMGl43M7slOufXzGyXUseYBuWYb5VrlWvjolyrXFsT5Vrl2riUY66F8su3qc+17l6xH0BT4B1gW2B94FWgU842ZwG3R18PAO6PO+4Cndc+wIbR12cm/bzyOadou42BScAUoHvccRfg57Q98AqwafR4i7jjLsA53QmcGX3dCZgXd9x5nNdewC7AzBpePxB4HDBgd2Bq3DEn7aMc861yrXJtws9JubYCP5RrlWuTfE5py7X1OK9U5du059pKH4GxG/C2u89x96+B+4D+Odv0B+6Ovn4I2NfMrIQxNkSd5+XuE939q+jhFKB9iWOsr3x+VgBXA78FlpcyuAbK55xOB4a6+2IAd/+kxDHWVz7n5EDL6OtNgA9KGF+DuPskYFEtm/QH7vFgCtDKzNqWJrrUKMd8q1yrXBsX5Vrl2poo1yrXxqUccy2UYb5Ne66t9AJGO+C9rMfvR89Vu427rwI+BzYrSXQNl895ZRtIqLIlWZ3nFA1v2sbdHytlYI2Qz89pB2AHM5tsZlPM7ICSRdcw+ZzTlcDxZvY+MA44pzShFVV9/81VonLMt8q16aBcq1xbSZRrlWvjUo65Fioz3yY61zaLOwCJl5kdD3QHescdS2OYWRPgJuDkmEMptGaE4XZ7E+4mTDKzru6+JNaoGucYYLi732hmPYG/mVkXd18Td2AixaJcm3jKtSJlQLk28cox14LybUlV+giMBcA2WY/bR89Vu42ZNSMMC1pYkugaLp/zwsz2A4YAh7j7ihLF1lB1ndPGQBfgWTObR5ivNSbhDY/y+Tm9D4xx95XuPhd4i5D4kyqfcxoIPADg7i8BzYE2JYmuePL6N1fhyjHfKtcq18ZFuTZQrl2Xcq1ybVzKMddCZebbROfaSi9g/BPY3syqzGx9QiOjMTnbjAFOir4+EnjGo+4mCVbneZnZ94E7CEk+DfPPaj0nd//c3du4e0d370iY/3iIu0+LJ9y85PP79yihSo2ZtSEMvZtTyiDrKZ9zmg/sC2BmOxGS/KcljbLwxgAnRl2bdwc+d/cP4w4qYcox3yrXKtfGRblWubYmyrXKtXEpx1wLlZlvk51r69Pxsxw/CF1W3yJ0lx0SPXcVIUlA+AV8EHgbeBnYNu6YC3ReE4CPgRnRx5i4Y27sOeVs+ywJ79ac58/JCEMIZwOvAwPijrkA59QJmEzo4jwD6BN3zHmc00jgQ2Al4e7BQOAM4Iysn9PQ6JxfT8PvXkJ/N1KXb5VrlWsTfE7KtRX6oVyrXJvUc0oMBhBhAAAgAElEQVRjrs3zvFKVb9Oeay0KUkREREREREQksSp9ComIiIiIiIiIpIAKGCIiIiIiIiKSeCpgiIiIiIiIiEjiqYAhIiIiIiIiIomnAoaIiIiIiIiIJJ4KGFJyZrbazGZkfXSsZduOZjazAMd81szeNLNXzWyyme3YgH2cYWYnRl+fbGZbZ732FzPrVOA4/2lm3fJ4z7lmtmFjjy0i5Uf5Nu84lW9FpMGUa/OOU7lWGk0FDInDMnfvlvUxr0THPc7dvwfcDVxf3ze7++3ufk/08GRg66zXTnP32QWJ8n9x3kp+cZ4LKMmLSHWUb2unfCsihaBcWzvlWikYFTAkEaJq9PNm9q/oY49qtulsZi9Hle3XzGz76Pnjs56/w8ya1nG4ScB20Xv3NbNXzOx1MxtmZhtEz19nZrOj49wQPXelmV1gZkcC3YG/R8dsEVWXu0eV7G8Sc1TN/lMD43wJaJe1r9vMbJqZzTKzX0XP/ZTwn81EM5sYPdfHzF6Kvo8Pmtm36jiOiFQQ5dtqKd+KSEEp11ZLuVYaTQUMiUML+98Qu0ei5z4B9nf3XYCjgVuqed8ZwB/cvRshyb5vZjtF2/eKnl8NHFfH8Q8GXjez5sBw4Gh37wo0A840s82Aw4DO7r4zcE32m939IWAaoZrczd2XZb38cPTejKOB+xoY5wHAo1mPh7h7d2BnoLeZ7ezutwAfAPu4+z5m1ga4FNgv+l5OA35ex3FEpHwp3yrfikjxKdcq10qJNIs7AKlIy6JEl2094E8W5sWtBnao5n0vAUPMrD0wyt3/Y2b7ArsC/zQzgBaE/zCq83czWwbMA84BdgTmuvtb0et3Az8B/gQsB+4ys38A/8j3xNz9UzObY2a7A/8BvgtMjvZbnzjXB74FZH+fjjKzQYR/t22BTsBrOe/dPXp+cnSc9QnfNxGpTMq3yrciUnzKtcq1UiIqYEhSnAd8DHyPMDJoee4G7j7CzKYCPwLGmdlgwIC73f2XeRzjOHeflnlgZq2r28jdV5nZbsC+wJHA2cAP63Eu9wFHAf8GHnF3t5Bx844TmE6YI/hH4HAzqwIuAH7g7ovNbDjQvJr3GvCUux9Tj3hFpLIo32bFifKtiBSHcm1WnCjXSoFoCokkxSbAh+6+BjgBWGcOnZltC8yJhpaNJgw3exo40sy2iLZpbWbfzvOYbwIdzWy76PEJwHPRvLpN3H0c4T+f71Xz3i+AjWvY7yNAf+AYQsKnvnG6uwOXAbub2XeBlsCXwOdmtiXQr4ZYpgC9MudkZhuZWXUVfxGpXMq3WZRvRaRIlGuzKNdKoaiAIUlxK3CSmb1KGJr2ZTXbHAXMNLMZQBfgnqg78qXAk2b2GvAUYQhandx9OXAK8KCZvQ6sAW4nJMx/RPt7gern2Q0Hbo/mOrbI2e9i4A3g2+7+cvRcveOM5h/eCFzo7q8CrxAq3yMIQ/cy7gSeMLOJ7v4poYv0yOg4LxG+nyIiGcq368anfCsihaZcu258yrXSaBaKYSIiIiIiIiIiyaURGCIiIiIiIiKSeCpgiIiIiIiIiEjiqYAhIiIiIiIiIomnAoaIiIiIiIiIJJ4KGCIiIiIiIiKSeCpgiIiIiIiIiEjiqYAhIiIiIiIiIomnAoaIiIiIiIiIJJ4KGCIiIiIiIiKSeCpgiIiIiIiIiEjiqYAhIiIiIiIiIomnAoaIiIiIiIiIJJ4KGAlnZs+amUcf52Y9P9zMhkdfzzOzk7Nem5f1nkNz9nVlzv6bmNlpZvaimS01s+VmNtPMfmVmraJtOkb76pj1Ps/66FLHOZxlZo+Z2cJo+71r2K6TmT1tZl+Z2QdmdpWZNc3ZxszsEjN7z8yWmdkkM+uWs82VZvZsTeecj0yc0YdnPb931nkvyXp+ne9RDft9KBNbGuV+P6Pfw8z344Y63ntlzu9N5uOArG2++T6a2clmNq+a1zIf3yrGOUr5U16tf16tx76qzZ35qi1/5/Nzq2W/XWr7PiVdNf8X1Ssf1pB7p+RsU9vvf965XkREpJhUwEiHiUBP4L56vGdE9J7natrAzJoA9wN/Al4CjgL6AcOAE4Eratl/T+AnecZyItAaGF9LLJsCEwAH+gNXAecDv8rZ9GLgMuC3wMHAf4EJZrZVnrEUynHAfiU+ZhJdTfhd+CjP7T+Pts/+eCnP934YbX9NPWMUqY7y6v/UmVfrsa9ia8jPrRw1JB/eyNq5d2A93lvfXC8iIlIUzeIOQPKyyN2n1L3ZWj7M4z0/AQ4H+rr7hKznJ5rZrUCvmt7o7lPMrHmesezh7muiO4rH1LDNGUAL4HB3Xwo8ZWYtgSvN7HfuvjQ63sXAb9z9TwBm9hIwDzgbuDTPeArhNXefWcLj1Vt0Z7Spu39drGO4+zvAO2a2Is+3rGrA73LmWCuAKWb23Ya8XySH8mr98mqd+8oz7sZqyM+t5MyshbsvK9b+G5gP5zUi/9Y314uIiBSFRmBUtvOAR3MusgFw9+Xu/nQhDuLua/LYrB8wPuci+D7CBXPv6PEeQEvggax9fwmMjd6fKGa2jZmNi4ZkzzOz02rYrks0FPyL6OPB3BElZrZzNBx9uZnNMrMDzWxa9rDpaIjvNDM71MxmAcuBHtFrHczsPjNbFA3/Hm9mO+Yco7mZ/S4aRr7CzF41swML/o0RKW/lmlfz2VdiRFNs3jOzL81sLNC2mm2amNnFZvZ2lPPeMrOTcrYxM7vazD6xMB1omJkNsKzpP1nTOY4zs3ssTC8cm7WP06K8vcLM3jWzi6qJZU8zey7KzwvN7M9mtnGhvy8iIiJppxEYKeXuJ2d93THP9+yd+drMtgGqgN/k8b55gOVzDIvmLmcfK0/fBZ7JOe58M/sqem1s9Hk18J+c974BHJ31viuzvq5vHJn3ZZ9vneee+z0yMwNGA20Iw3SXE4ZatyYrfjPbDpgMTAOOJ/ybvBoYa2a7ubub2YaEYeIfEe60NgduBjYFckeBdAR+Rxje/REw18xaAy8ACwl3Ub8i3HGdYGY7ZN0lfAjYjTDE/R3C0PcxZtbd3WdE57l3Xd+L6LxOBv4KVEXfm4xWZvYZsEkU+9XuPqqG7+Pw6EOkJJRX17JWXs1zX/XOnbkakr+zf24AZtYfGArcDjxKKLAMq+atfwROIuTLfwH7A8PMbKG7/yPa5lzgEuBaQh7tT8ix1bkBGAX8mPA9xcwuBH4dvedZYFfgajP7KmvESy/C9JxHgSOBzYDrCDn+yOgcnyX/35d5wLO53xfCaJnfA0uAMcAF7r4o82JDfv9FRERKTQWMytUu+jy/wPtd3cD3bUq4qMq1OHots81/3T33GIuBDc1s/WJOl6infsD3gd3dfSqAmU0nFAay/1C4glBo6JeJ3cxeA/4NHAg8BpxCuKDt7u4Lom3eAaZWc9zNgP0yBYdo26uBjYBumYtVM5tMGCJ+KjDUzPYFfgTs7e6Z+f1PmtkOwBDCBXl9rCH8LmQ38XsbuAh4BdgYGAw8bGZHZBcxRFKsnPNqPvtKiiHAE+5+ZvR4vJltDnwzCi4qHp8JnOLud0dPTzCztoS8/I9oGt5FwO3ufnm0zZNmVgVsU81xp7j7Nz1Moik2VwDXuHumV8hTUVH6UjO7Lfq+Xwe86O5HZ713AfC0mXVpwHTFVaz7O3M3ocj0KdCd0PPke1GhvKG/XyIiIiWnAobUu0t8rTtz37eQ+0ux3YCPM8ULAHd/NypiZNuPcGG5xswy/x7nEooL3QkFjB8A0zPFi2hfL5vZx9Ucd0F28SLrGE8BS7OO8QUwPTpGZpuPgMlZ2wA8DZxc9+muzd3vAe7Jee7e7MfRsO4XgcsJdy1FyoXyakyi/LULoX9HtlFkFTCAfQmF1keqyXnHRMWLbYCtCKMVso2h+mmLj+U87kkoHj+Yc4xnCAWE9mb2abTdOTnbvACsJIzYqFcBw923q+a5k7MeTjKzN4BxhKatj9Zn/yIiInFSAaNyZf4Y7hBrFP+zmDCtINem0WuZbb5lZk1z7hhtCnyVoNEXEC56P6nm+U8Iow8y2gC/iD5yZe7wbUW4a5aruueqK2q0AXZn7eHgGU9nbbMV4YI5V1HuzkXTY0YBv63mZyqSRuWcV/PZVxK0AZqybv7NfZzZ7vMa9tOWkBNh3VxbXe6FdfNvm+jzrBq234YwWqIpcGv0Ud02xfAEYbWZXVABQ0REUkQFjArl7u+Z2RygL/CXuOMhTJlYq5t6NJ98w+i1zDZNge2AN7M2/W7WNknxEbBFNc9vAWR3pl8EPEL1P4PPsva1YzWvb17Nc9Xd+V1EuGN4dTWvfZG1zQLg0Gq2KSanwHerReJS5nk1n30lwWeEomtu/s19vIhQPOhFGImR6xP+d42Um2ury72wbi7L9Jc4iOqLy29Gx3bgSsKIiFwf1HCsRokKyKD8KyIiKaNVSCrb74HDzWyf3BeiFSl+WMJYHgf65nRdP5rwx36mJ8OLwFKy+jFEc4kPjt6fJP8EtjSzHpknzKwD4W5XtqeBzoQpItNyPuZl7WtXM2uXta/dgC3zjCVzjFnVHOPNrG22IsyFz91mWj3PPS9Ro9MjgFc1+kLKSLnm1Xz2FTt3X0Xos9M/56XDcx4/QyjcbFJdzotGnrxHKCDn7uuQPMN5ifD92bqGY3wRrfgyBdixhm2KUsAwswOAbxGmEoqIiKSGRmBUtqHAXsA4MxtK6JPwNfA9wvzhseR0na+LmT0Na8/ZNrPuhNUxMkNhe5tZG8Ka9Jk/jm8HfgqMMrPfAtsS7kjdlFm2z92Xm9l1wGVmtphw1+/nhELcH/OMb29gIrBP1NW9WMYBrxLmPv8CWEFYhSR3GPOVwMvAY2Y2jHD3sB2hG/7wKMa/ApcSmsr9irBs4a8Iw5jzWUrxJsIKJ8+Y2R8JIy22JHTmf8HdRxJ+9uMJDeZ+Sxjy3BLoBjR391/W5+TN7ERC1//vuPu70XPPAQ8Tfm4bAacTlnkt9agPkWIq17xa577yOI9no2Punf/ZN8ivCXHeRhjh1hs4IHsDd3/TzG4H7jOz3xFWgmpOKPbu4O6nuftqM7seuD7qVTGZULzoGu2m1vzr7kvM7ErgD2b2bWAS4fu6A+H/oMOiTS8iNOxcQ1gN6gvCNKQfAUPc/a36nLyZvQ085+4Do8eDCP2OJhD+j9mF8H/Ky6zbt0NERCTRVMCoYO6+xsyOJqxEcRphic1mhFUy/ka4k1hfTat57mzCUnUZV0af7yZqEOnui6OVMP5EuMBfQlgq9ErWdh3hAvCXhBU3pgH7u3t1w3Ors2H0ubr+FAUTDc89BLiT8If8J4SL6v3537xo3P0tM9sduCbatgWhwPA0YdUO3P2r6G7ZbcD9hAafFxGW5avzDwd3/yw6xrWE72kr4ENCk7jXsuI9nLBc4LmEi+dFwAzyLA7laEL4Xche9u/taN9tCRf+/wJ+5O5JGz0j0mDlmlfrsa/abEjIX0Xl7o+Y2TmE5aJPIixfOpBQpM32E+AtQjH1KkI+nQ3clbXNzYTlr88iFHbGEHL5reSXf39nZh8A5wHnE5bUfouQyzPbvGBmexEK038j/LzfJfSpyPf/tmzNWPt35h3C9+EIQmH6I0KT5cs0+k1ERNLG3DX9McmiO1YLCUN1V3seP7BoDfiHCY0h83pPA+JqRrirNQHo2oBl3mIRjWDYy93XGd6d5/v3Jozg6AbMjOviL1rG7y1gkLv/NY4YojiaEP7weRt4yN0vKPLxmgEnEv7A2Njd/1vM40l5Ul4tPTPbgPAHf5+spZrru49nqefPrRjM7C+EAs+34zh+Vhwly4elzvUiIiI1UQ+MdDicsDrEz+rxnp9H78mdu1soKwkX2WmzB2FKRWPNIFxIl4SZ/dLMTjKzvaPpGeMIU0geLlUMNRhG+F0o+oW8mXWMjnVX7VuK5EV5tbS6A683tHiRpSE/twYzsy5mdrWZ9TOzvmb2e+AUGjYyrZBxdaS0+bBkuV5ERKQ2GoGRcGa2I/9bdnO+u9c59cHMugIbRA/fdvclRYire9bDme6+vNDHSKKogV1mRZBV7j6jRMe9GBgEbE3op/E8cIG7x9r9P7qIzkyJ+cjd3y/isdYHds566l/unk8PEJG1KK+mU0N+bgU4ZhXhj/duhN497wJ3ADfGNQIkiquk+bCUuV5ERKQ2KmCIiIiIiIiISOJpComIiIiIiIiIJF7qViFp06aNd+zYMe4wRERKavr06Z+5++alOp5yrYhUolLnWlC+FZHK1NB8m7oCRseOHZk2bVrdG4qIlBEze7eUx1OuFZFKVOpcC8q3IlKZGppvNYVERERERERERBJPBQwRERERERERSTwVMEREREREREQk8VTAEBEREREREZHEUwFDRERERERERBJPBQwRERERERERSTwVMEREREREREQk8VTAEBEREREREZHEUwFDRERERERERBJPBQwRERERERERSTwVMEREREREREQk8VTAEBEREREREZHEUwFDRERERERERBJPBQwRERERERERSTwVMEREREREREQk8VTAEBEREREREZHEUwFDRERERERERBJPBQwRERERERERSTwVMEREREREREQk8VTAEBEREREREZHEK1oBw8yGmdknZjazhtfNzG4xs7fN7DUz26VYsYiIiIiIiIhIuhVzBMZw4IBaXu8HbB99DAJuK2IsIiIiIiIiIpJizYq1Y3efZGYda9mkP3CPuzswxcxamVlbd/+wWDGJiBTCiKnz+fdD42jbYUvOPOewuMMRESlbDz/xCu+OGscXBx/KFQd3jjscERGJWdEKGHloB7yX9fj96Ll1ChhmNogwSoMOHTqUJDgRkVwjps5n9IwFtJgwntsevY6PdtoZyqiAoVwrIkkxYup8XnjmX/z8hnM44IvPuHXPPeMOqaCUb0VEGibOAkbe3P1O4E6A7t27e8zhiEgFGjF1Ppc88joHz36Omx+7iaXbfZeqCf+IO6yCUq4VkbhlCsWfTH+dv91/Ka2//orJf/wbF56wV9yhFZTyrYhIw8RZwFgAbJP1uH30nIhI7DIX0RlT5y7i2BmPc+2Tt2J77knrMWNgk01ijFBEpHxkcu7UuYvY6ZM5PPLQFTRv1oTmLz7P/t//ftzhiYhIQsRZwBgDnG1m9wE9gM/V/0JEkiAz2gKgR1Xrbz4f+K2dsA0OhvvugxYt4gxRRKRs5ObcY3fbhFazd4B77oEddog5OhERSZKiFTDMbCSwN9DGzN4HrgDWA3D324FxwIHA28BXwCnFikVEpC7ZIy6mzl0EwK8P68qxu20Dr74K3boBPcHPArMYIxURKR/ZxYtbOzfhwON6QJMmcNhLyrUiIrKOYq5Cckwdrzvwk2IdX0QkH9nDliHc/etR1Zr+3dpxbPd2cPrp4S7gK69A5866oBYRKaBM4fjvG82h16k/h4XXw7nnKteKiEi1UtHEU0SkkKobbfFN0aJH1A1+xQo4+mh4+GG47DLo1CmucEVEyk4mD8/+cCmXzn+WXvfdCHvtBaeeGndoIiKSYCpgiEjZq64hJ+SMtuiRtYzdf/8Lhx0GEybAzTeHu4EiItIo6xSP3bnu32MZMOZOOPhguP9+9RcSEZFaqYAhImWpplEWmc/rFC2y3XMPTJwIw4fDSSeVIlwRkbJTV/H4+NYrOPj3w+H442HYMFhvvZgiFRGRtFABQ0TKUmZocqe2LesuWGS4h3nXZ54Ju+8Ou+xSmmBFRMpIdb2FMp/7d2sXmiNnelxsNwW+973QuFNERKQOKmCISOrl3uUDvile3D+4Z347mTMHTjghjLrYfnsVL0RE6qm6wsU6xeMVK+Coo8I0vWOPhe9/P6ZoRUQkjVTAEJFUqm2KCECnti3p361dfjt7/XXo2zdcWH/+ecFjFREpd9nLodY46u2LL0Lh4umnYc89Y4hSRETSTgUMEUmd3AvlvKeIVOell+DAA2GjjeD557XaiIhIA2QKyr8+rGv1uXjhwpBrp0+Hu++GE08scYQiIlIOVMAQkVTJLl7UeKGcr6lTYb/9YOut4amnoGPHwgQpIlLmcqfuzf5wKT2qWlefk7/8Enr3hrffhlGj4JBDShipiIiUExUwRCQ1Clq8AOjSJczBvvpq2GqrAkQoIlK+apu6V+u0vY02ggEDoFcv2GefksQqIiLlSQUMEUmFghYvHn4Y+vSBjTeGP/+5QBGKiJSvBk3de+01WLUqNEW+9NISRSoiIuVMBQwRSbTcrvaNLl5cfz1cdBEMGQLXXFOgKEVEylODc/CLL8KPfgRVVaHvRWbZVBERkUZQAUNEEiV3XnWty/HVhztccglcdx0cfTRcfnkhwhURKVt5rSxSnfHjw2oj7dvDI4+oeCEiIgWjAoaIJEbuxXLmc6MKFwCrV8NPfgJ33AGDB8PQodC0aSFCFhEpSw2etvfAA3D88dC5MzzxBGy5ZRGjFBGRSqMChojEpqbRFgVp0Jntk09g7Fj45S/h2mt1N1BEpBYNLl64w733Qo8eIee2alXEKEVEpBKpgCEisRk9YwGzP1xKp7YtgQKNtsi2bBlssAG0bRuayW22WWH2KyJShhrVc+irr2DDDeG++8LjDTcsUpQiIlLJVMAQkZLLXCRnihf3D+5Z+IMsXgwHHQS77QY336zihYhIDXILF/UqJrvDxRfDk0/CpElhdScREZEiUQFDREqquqZwBffRR9C3L7zxBpx3XuH3LyJSJhrcqBNCf6EzzwzLUZ95pkZdiIhI0amAISJFl93romh9LjLmzYP994cPPoDHHgtfi4jIOhrc6wLg669Ds84HHwzLUl99tfoLiYhI0amAISIFlduYE9ZeCrXgfS6yff017LsvLFoEEyZAzyJMTRERSblG9brIOPfcULy44QY4//wiRCkiIrIuFTBEpFFqWkkkswxq5uuiFS2yrb8+/OEP8O1vQ9euxT2WiEjKNKrXRa6LL4ZeveC44wocpYiISM1UwBCRRin6SiL5ePpp+PDDMJz5oINKd1wRkQSrrcDcoDz94YcwdChcdRV06KDihYiIlJwKGCLSICVZSSQfjzwCAwZAp07hczOlNRERKHCBee7c0FPoo4/g2GNDzhURESkxXemLSL2VZCWRfAwfDgMHhqVSH3tMxQsRkciIqfOZOncRPapaN77APHMm9OkDy5eHEW8qXoiISEx0tS8ieStI47dC+f3vwxKp++8Po0bBt74VTxwiIglQ03SRRheYp06Ffv2geXOYNAm6dGnc/kRERBpBBQwRqVNBG78VyuLFcMQR8Pe/wwYbxBeHiEjMckfFZT4XJE8vXw5bbw1jx0JVVWNDFRERaRQVMERkHQVv/FYoa9bAvHmw7bZw5ZXhcdOm8cQiIhKzoo6Ke+cd+M53oHdvePVV5VoREUkEFTBEpM6lUGMvXACsXAknnwzjx8OsWbDllrqgFpGKVPRRccOGwaBB8NBDcOihyrUiIpIYKmCIVLDqLoIzn2MvWGRbtgx+/OPQqPM3vwnFCxGRCpVZXaQoufqmm+D880PTzv33L9x+RURECkAFDJEKkz3aIjFTQ2rz+edw8MHwwgtw++0weHDcEYmIxKagq4tkc4fLLoNrrw0F47/9Tf2FREQkcVTAEKkQ1Y22SHThIuPaa+Gll2DkSDj66LijERGJRW4OL/jy1ZMmhXx72mmhWKxpIyIikkAqYIhUiKIOOS6mq66C/v2hV6+4IxERKbmSrQLVuzdMmAA//CGYFXbfIiIiBaIChkiZy1z8zv5wKZ3atizskONi+fe/4cILwxDmVq1UvBCRilKyqX5ffQWnnALnnQe77w777lu4fYuIiBSBChgiZaqmu3aJN306HHAANGkCCxaEAoaISBmrbSWooo24WLIk9BeaPBn69QsFDBERkYRTAUOkDI2YOp9LHnkdSHiDzlzPPRcuqFu3hqeegu23jzsiEZGiys3Xmc9FzdsffxwKxbNmwX33wVFHFec4IiIiBaYChkiZqG7I8a8P65qOwgWEgsXBB8O224av26VgtIiISAPljpIrWb7++GPYc88wwm3sWOjbt/jHFBERKRAVMETKQO4dvFSNusjYaSc46KDQ/b5Nm7ijEREpmNwpIhDjMtabbQb/939htZE99ijNMUVERApEBQyRlMsuXqRqxEXGuHHhDmD79vDQQ3FHIyJSMNX1IsooeeFi+nRo2xa23hqGDSvNMUVERApMBQyRFEt18cIdrr4arrgijLoYPDjuiERECiZRvYgmToRDDoG99w7TRkRERFJKBQyRlEl9rwuANWvCsn233AInnQQDB8YdkYhIwSSquDx6NBx9NHznO6FYLCIikmIqYIikzOgZC5j94VI6tW0Z/129hli1KhQs7rkHzj0XbrwxLJkqIpJysTXmrMk998Cpp8Kuu4bpepttFl8sIiIiBVDUAoaZHQD8AWgK/MXdr8t5vQNwN9Aq2uZidx9XzJhE0ipzYZwpXtw/uGfcITXMG2/Agw+G6SNDhoBZ3BGJiDRaoqaMAKxcCTfcEKaNPPIIbLxxfLGIiIgUSNEKGGbWFBgK7A+8D/zTzMa4++yszS4FHnD328ysEzAO6FismETSJLdrfW7H+tRZuRLWWw+6doV//xs6pGjUiIhINRI5pc89jHRbbz2YMAE22QQ22CC+eERERAqomCMwdgPedvc5AGZ2H9AfyC5gONAy+noT4IMixiOSGrl38jKfY7+j11CffQb9+sGgQXD66SpeiEjqJXL56jVrwtS8BQvggQdgiy3ii0VERKQIilnAaAe8l/X4faBHzjZXAk+a2TnARsB+1e3IzAYBgwA66A8fKXOJav5WCO+/D/vvD/PmwVZbxR2N1EK5VqRuietzkbFyZeh3ce+9oUmypuclmvKtiEjDxN3E8xhguLvfaGY9gb+ZWRd3X5O9kbvfCdwJ0L17d48hTpGiS+xFcWP85z+w336weDE88QT07oquqVcAACAASURBVB13RFIL5VqR2iWuz0XGsmVhpZGxY+Gaa+CSS1TASDjlWxGRhilmAWMBsE3W4/bRc9kGAgcAuPtLZtYcaAN8UsS4RBInsRfFjbF4Mey5ZxjS/OyzsMsucUckItIgiS8wH3cc/OMfMHQonHVW3NGIiIgUTTELGP8EtjezKkLhYgBwbM4284F9geFmthPQHPi0iDGJJFKmCVziLoobY9NN4fLLYd99Yccd445GRCRvdTVRTlyevugi+PGP4Zhj4o5ERESkqIpWwHD3VWZ2NjCesETqMHefZWZXAdPcfQxwPvBnMzuP0NDzZHfXMDqpKCOmzmfq3EX0qGqdvIvihnj8cWjZEnr10p1AEUmV3JEWiW6i/N578NhjcMYZsPvu4UNERKTMFbUHhruPIyyNmv3c5VlfzwZ6FTMGkaSp6c5eKpdGzTVyJJx4Yuh18dRTmoMtIqkyesYCZn+4NJkFi2xvvRWaIy9ZAoceqgbJIiJSMeJu4ilSMVJ1Z68hbrsNfvKT0Pdi1CgVL0QkNTL5efaHS+nUtiX3D+4Zd0g1e+UV6Ns3fP3ssypeiIhIRVEBQ6TIqitclEXBIsMdfvMbGDIEDjoIHngAWrSIOyoRkTrVlJ8T6/nnQ55t1SqMctthh7gjEhERKSkVMEQKLHXN3xrLHWbMCF3w//pXWG+9uCMSEclLaqaMZPznP7D11vDkk7DNNnVvLyIiUmZUwBApoNzlUDOfU3FhXF+rVoWlUjffHO69F5o1gyZN4o5KRKROqZoyAvDRR2GqyKmnhmLxBhvEHZGIiEgsVMAQKZDs4kVZLYdanRUr4Nhj4Y03YPp0TRkRkcTLHh2XmikjALfeChdeCM89B927q3ghIiIVTQUMkUbKnUNd9sWL//43dL1/+mm4+WYVL0Qk8XJHx6ViZJw7XHstXHYZHHwwdO4cd0QiIiKxUwFDpJFSN4e6MRYtggMPhGnTYPhwOOmkuCMSEalVKkfHucMFF8BNN8Hxx8OwYeovJCIiggoYIg2WujnUhfCTn4Ql/B56KIzCEBFJsFQWLwBGjAjFi3POgd//Xv2FREREIipgiDRQdvEi8XOoC+Xmm+HMM2GvveKORESkRqmf2nfMMaHXxRFHgFnc0YiIiCSGSvoiDTBi6nymzl30zciLVF0Y19frr8OgQWHVka22UvFCRBIve2pfaooXX3wRpuXNnx9GXBx5pIoXIiIiOTQCQ6Qecu/qlf3Ii5deCj0vNtoIPvgAOqTgjwARqVipndq3cGHItdOnQ//+yrUiIiI1UAFDJE+5XezLvmHnk0/CYYfB1lvDhAm6oBaRRErt8qgZCxZAnz7wzjswahQcckjcEYmIiCSWChgiecpcIKdmOHJjjBoFAwZAp04wfjxsuWXcEYmIVCt7xEXqistz58IPfwiffQaPPw777BN3RCIiIommAoZIHjI9L3pUtU7PhXFjtG8P++4LI0dCq1ZxRyMiso7UThfJ1ro1bL89PPggdO8edzQiIiKJpwKGSDWyhyQDldPz4sUXYY89YLfdwt1AEZGESvVKUK+8AjvuCJtsEqbriYiISF60ColIjkyvi0zRAkhXJ/uGcIeLL4ZevWDcuLijERGp0Yip8zn6jpfWGnmRqtw8fnzItRdeGHckIiIiqaMRGFLxahptUdYFi2yrV8NZZ8Gdd8IZZ0DfvnFHJCJSreqaKafKAw/A8cdD585w+eVxRyMiIpI6KmBIxcpdErVHVetvPqeqCVxjfP01nHBCuKi+5BK45howizsqEZFqpbqZ8p//DIMHh9EXY8eqv5CIiEgDqIAhFae6wkXFFCxyTZwYmsfdcAOcf37c0YiI1CmVzZSXLIEhQ6Bfv5BzN9ww7ohERERSSQUMqRgqXGRxDyMt+vaFmTPDcqkiIgmVu+JIariHz61aweTJ0LEjrLderCGJiIikmQoYUjEyF78VXbgA+Ogj6N8ffvtb2HtvFS9EJLFqKjynwurVoa/QlluG6Xnbbx93RCIiIqmnAoZUhBFT5zN17iJ6VLXm/sE94w4nPnPnwv77hyLGypVxRyMiUqvUFp5XrAj9hR58MEwdyYx6ExERkUZRAUPKXnbX+tTcuSuGWbOgTx9YtgwmTIDdd487IhGRGqW28Pzll3D44fDkk+ovJCIiUmAqYEhZyy5epLJrfaHMmQN77QUbbACTJkGXLnFHJCJSo9QWntesgQMPhBdegLvuglNPjTsiERGRsqIChpQtFS+ydOwIp58OgwbBttvGHY2IyDoy/S6Ab3pepC53N2kSlkr92c/CKAwREREpqLwKGGa2PtDB3d8ucjwijZbb9C11F8CFNHYsdO0aChjXXRd3NBIj5XFJsuyCc4+q1unreTFnDsyeDQcdBMceG3c0IiIiZavOAoaZ/Qi4CVgfqDKzbsAV7n5YsYMTyUf2XTtAy6Rm/PWvcNppMGAA/P3vcUcjMVIel6TL5PBUFpxnzgz9hdzhnXdgww3jjkhERKRs5TMC4yqgBzARwN1nmNl2RY1KpBa1FSwynyu6cAFw883w85+HFUfuuCPuaCR+yuOSSJl8nllpJHV5e+pU6NcPmjeHp55S8UJERKTI8ilgrHT3Jbb28l9epHhEapU7zDjzueILFhnucPnlcM01cOSRcO+9oXGnVDrlcUmc3HyeqmadEFZzOvRQ2HLL8HVVVdwRiYiIlL18ChhvmNlRQBMzqwJ+Ckwpblgi61JTzjwsXw6PPw4DB4aRF02bxh2RJIPyuCRKWeTzp54KTZHHj4e2beOORkREpCI0yWObs4FdgTXAKGAF8LNiBiWSqywudotp5Ur46ito0QImToQ//1nFC8mmPC6Jkfp8/vnn4fN118HkySpeiIiIlFA+IzD6uvsvgF9knjCzwwkXwSJFUVOfi1Re7BbbV1/BUUfB6tXw2GOw8cZxRyTJozwuiZD64sVNN8ENN8CUKdChg/KtiIhIieUzAuPSap4bUuhARDIyF7iZogWE+dGpvNgtts8/hwMOgHHj4LDDoEk+/6SlAimPS+xSXbxwh0svhfPPh//7P9hqq7gjEhERqUg1jsAws77AAUA7M7sp66WWhGHIIgWVGXWh0RZ5+uQT6NsXZs2CkSPh6KPjjkgSRnlckiS1S6WuWQNnnw233Qannx4+a4qeiIhILGqbQvIJMBNYDszKev4L4OJiBiWVKXspPa0qUgf3sMrIm2/CmDFhFIbIupTHJRFGTJ3P1LmL0rlU6g03hKLFRReFvhdrr+YjIiIiJVRjAcPdXwFeMbO/u/vyEsYkFSj74vb+wT3jDif5zOCWW+DLL6FXr7ijkYRSHpckyJ46krqlUgHOOisslXrSSXFHIiIiUvHyaeLZzsyuBToBzTNPuvsORYtKKkbutJFUXtyW0vTp8MQTMGQIdOsWdzSSHsrjEovU9r1YsgQuuwx+8xv41rdUvBAREUmIfAoYw4FrgBuAfsApgBcxJqkQ2Re2mjaSh2efhUMOgdatwx3BTTeNOyJJj+Eoj0uJZK8ilcqeRh9/HKblzZoVmiP/8IdxRyQiIiKRfJYs2NDdxwO4+zvufinhAlikUbIbut0/uGd6Lm7jkOlzsc02MHmyihdSX8rjUhK5q0ilbgWpd98Nq4y89RaMHavihYiISMLkMwJjhZk1Ad4xszOABYAWPpcGy9ydyzTsTM2FbVzuvRdOPhl22QUefxw22yzuiCR9lMel6FI7XSTj3/+G/fYLvYWeegr22CPuiERERCRHPgWM84CNgJ8C1wKbAKcWMygpX9VNG5E6rLce7LMPjBoFG+tvTmkQ5XEpmrJZAnv99WGLLWD4cNh557ijERERkWrUWcBw96nRl18AJwCYWV5/dZrZAcAfgKbAX9z9umq2OQq4kjAf+1V3PzavyCV1Un93rpTcYfZs6NwZjj4ajjpKS/dJgzUmj4vUJLdwkdpeRrNnw047wbbbhkbJyrUiIiKJVWsPDDP7gZkdamZtosedzeweYGpt74u2bQoMJcyz7gQcY2adcrbZHvgl0MvdOwPnNuw0JOlUvKiHNWvg3HPh+9+HV18Nz+mCWhqoMXlcpDbZUwFT28tozJgwPe/GG8Nj5VoREZFEq3EEhpn9BjgCeBW41Mz+AZwF/BY4I4997wa87e5zov3dB/QHZmdtczow1N0XA7j7Jw05CUme7C70kNJO9HFYuRIGDoS//S0UMbp2jTsiSbEC5HGRao2YOp+pcxfRo6o19w/uGXc4DXPPPXDqqbDrrnDKKXFHIyIiInmobQpJf+B77r7MzFoD7wFdMwWJPLSL3pPxPtAjZ5sdAMxsMmGayZXu/kTujsxsEDAIoEMH/fGbdLl9LjKfUzm0uJSWLw/TRcaMgauvhiFDdDdQGqteeVy5VvKRneNT28foD38IReIf/hAefVT9haTklG9FRBqmtgLGcndfBuDui8zsrXoUL+pz/O2BvYH2wCQz6+ruS7I3cvc7gTsBunfv7gWOQQose3lUFSzq4e67Q/Hij3+Es8+OOxopD/XK48q1ko/U5/g5c+Cii+DQQ2HkSGjePO6IpAIp34qINExtBYxtzWxU9LUBVVmPcffD69j3AmCbrMfto+eyvQ9MdfeVwFwze4tQ0PhnPsFL8mQPK07lhW2cBg0Kne97pnQ4tiRRY/O4yDfKZgnsbbeF558PvS+a5bMYm4iIiCRFbf9zH5Hz+E/13Pc/ge3NrIpQuBgA5K4w8ihwDPDXqMHcDkChR3lICeR2o0/tsOJSe/99OPFEuPNO2G47FS+k0Bqbx0VqXG0kVVauhNNPhz594NhjYbfd4o5IREREGqDGAoa7P92YHbv7KjM7GxhP6G8xzN1nmdlVwDR3HxO91sfMZgOrgQvdfWFjjiulVTbL6MXhrbdg//1hyRL4+ONQwBApoMbmcZHcnkapzO/LloX+QmPHwo47xh2NiIiINEJRx066+zhgXM5zl2d97cDPow9JmbK4sI3LjBnQty+4w8SJYSiziEjCpL7fxdKlcMghMGkS3HornHlm3BGJiIhII2jypzRIdvEitRe2cZkxA3r3hk02gQkTYIcd4o5IRGQtZdHvYtmysMrIq6/C3/8OxxwTd0QiIiLSSE3y3dDMNihmIJIuqb8rF6fttw/d7ydPVvFCSkp5XPKRKVBPnbuITm1bpq/fRUaLFmH0xejRKl6IiIiUiTpHYJjZbsBdwCZABzP7HnCau59T7OAkmbTSSAM99hjstRdsvHFYMlWkRJTHJV9lMbruzTfhq6/g+9+Hyy+ve3sRERFJjXxGYNwCHAQsBHD3V4F9ihmUJFf2xW1q78rF4bbb4OCD4eqr445EKpPyuOQl9aPr/vUv2HNPOOEEWLMm7mhERESkwPIpYDRx93dznltdjGAk+VJ/cVtq7nDttXDWWfCjH8GvfhV3RFKZlMelTqkfXTdpEuyzT5g6MmoUNMl7lqyIiIikRD5NPN+Lhh+7mTUFzgHeKm5YkjRl0dCt1Nzhwgvhxhvh+ONh2DBYb724o5LKpDwudcoUqFM5uu6xx+DII6FjR3jySdhmm7gjEhERkSLIp4BxJmH4cQfgY2BC9JxUgEzhYurcRcD/lkuVPHz6KYwcCeecA7//ve4GSpyUxyUvqSxQu8Of/wydO8Pjj8Pmm8cdkYiIiBRJPgWMVe4+oOiRSGJkihbAOoWL1F3YxuHrr6FZM9hiizAfe4stwCzuqKSyKY9LrbKnj6TK8uXQvDmMGAGrVkHLlnFHJCIiIkWUTwHjn2b2JnA/MMrdvyhyTBKj7CadPapaq3BRX//9b1gitWtXuPlm2HLLuCMSAeVxqUHuKLvUjLDL9Bd65BGYOFGFCxERkQpRZwHD3b9jZnsAA4BfmdkM4D53v6/o0UnJqUlnIyxaBAceCNOmhQ74IgmhPC7VyS1Yp6ZYvWYNXHBBKBIff3xo2ikiIiIVIa9J+e7+orv/FNgFWAr8vahRSSxS34E+Th98AHvtBa+8Ag89BCedFHdEImtRHpds2cWLXx/WlfsH90xH3l+1CgYODMWLc86Bu+9Wc2QREZEKUmcBw8y+ZWbHmdlY4GXgU2CPokcmJZV9MZuaIcRJsWoV7LcfvPtuaCB36KFxRySyFuVxyZXa0XYXXQTDh8OVV8If/qDmyCIiIhUmnx4YM4GxwO/c/fkixyMxSe3FbBI0awbXXQdt28IPfhB3NCLVUR6Xb6R6tN2550KnTnDaaXFHIiIiIjHIp4CxrbuvKXokErtUXszG6cUXYd48OPZYOOSQuKMRqY3yeIWrbnWp1Iy2W7gQhg6FSy+FDh1UvBAREalgNRYwzOxGdz8feNjMPPd1dz+8qJFJyaR2+bw4jR8Phx8O3/42HHkkrL9+3BGJrEN5XCDlq0stWAB9+sA770D//vC978UdkYiIiMSothEY90ef/1SKQCQ+mbtyqbkbF7cHH4TjjgvDmMePV/FCkkx5vMLlNutMRdEi4+23Yf/9wwiMJ55Q8UJERERqLmC4+8vRlzu5+1oXv2Z2NvB0MQOT0kj1XOg4/OUvMHgw9OwJ//gHtGoVd0QiNVIer1yZKSOZ6SKpK168+ir07RuaJD/zDHTvHndEIiIikgD59MA4lXXv3g2s5jlJGa080gDvvRcuqh96CDbcMO5oRPKlPF4BqutzkarpItmWLIGWLWH0aNhpp7ijERERkYSorQfG0cAAoMrMRmW9tDGwpNiBSXGlelhxqbmHwkWHDmHpvtWrw8ojIgmnPF5ZRs9YwOwPl9Kpbcv0Fi7mzw+5tndvmD1buVZERETWUtuVwcvAQqA9MDTr+S+AV4oZlBRP6ocVl9rq1XDWWfDww/Daa7D11rqgljRRHq8AmbyeKV7cP7hn3CE1zP33w4knwogRcMQRyrUiIiKyjtp6YMwF5gITSheOFFvmIje1d+dK6euv4fjjQ9POSy6Btm3jjkikXpTHK0N28SK10wHvvBPOOAN69YL99os7GhEREUmo2qaQPOfuvc1sMZC9/J4B7u5aczNlsht2pvYOXal8+WW4Azh+PFx/PVxwQdwRidSb8nj5K4u8ft118MtfwoEHhoKx+guJiIhIDWobn7lP9LlNKQKR4lLDznr69a/hqafCqiMDB8YdjUhDKY+XsbLI6y+9FIoXxxwDd98N660Xd0QiIiKSYE1qesHd10RfbgM0dffVQE9gMLBRCWKTAlHDzga49FJ48kkVLyTVlMfLW2bFkVTn9Z49Ydw4uPdeFS9ERESkTjUWMLI8CriZfQf4K7A9MKKoUUlBlcVFbinMnRumjSxZAi1awL77xh2RSKEoj5eREVPnc/QdL33Tzyh1eX3FCjj5ZJgyJTzu1w+a5HM5IiIiIpUunyuGNe6+Ejgc+KO7nwekdKxq5cmeH526i9xSmjUL/u//YOJEmDcv7mhECk15vExkRtRNnbsonU07v/wSDjkkTBf517/ijkZERERSJp81ylaZ2Y+BE4BDo+c0zjMFymJ+dClMnRqax22wAUyaBF26xB2RSKEpj5eJVI+oW7QIDjoo5Nxhw+CUU+KOSERERFImnwLGqcBZwO/cfY6ZVQEjixuWNMaIqfMZPWMBU+cuAlJ6oVsqzz8fhi9vuWVo2rnttnFHJFIMyuNlJJUj6hYuhL33hrfegocegsMOizsiERERSaE6p5C4+0zgp8A0M/su8J67X1v0yKRBsocX96hqreJFXaqqYJ994IUXVLyQsqU8Xh4yUwJTaZNNYJddQsNOFS9ERESkgeocgWFmewJ/AxYABmxlZie4++RiByf1o9VG6uGZZ6B3b2jfHsaOjTsakaJSHk+/1E4JnDULNt0Utt469L0QERERaYR8mnjeDBzo7r3cfQ/gR8AfihuWNESq50aX0s03hxVGbr017khESkV5POVSmd+nTIE991SvCxERESmYfAoY67v77MwDd38DWL94IUlDaLWRPLjDpZfCz38OP/4xDBoUd0QipaI8XgZSld8nTID99oPWreH22+OORkRERMpEPk08/2VmtwP3Ro+PA14pXkhSH7kNO1M1tLiU1qyBc84Joy5OOy1cUDdtGndUIqWiPC6lM2oUHHMMfPf/27vvOKmq8/HjnwMKWEBDMSKooFhYg6JiwR4RY4lii2CJJcZo7BpjSEhM9Gciar4moH5N1ESjhqJEBRUlFlAkiuJXbCiKBVgkBLEgJojA+f1xZ8lKWWZ2Z+ZO+bxfr30xd/bO3Oewy+P1mXOesz2MGwebbpp2RJIkqUJkU8A4m6T522WZ44nADQWLSDkZPXUO0+YuZI+ubenXs1P5fDpXbG++CbffDj/+MVxzDYSQdkRSMZnHVRxLl8IVV0CvXvDQQ0n/C0mSpDxpsIARQugBbA3cH2O8tjghKRt1My+mzV1ITcc2jDyrd9ohlaZly5KZFjU18Npr7jSiqmMeV9EsWwbrrJPMumjdGjbYIO2IJElShVljD4wQws+AB0imGj8WQvhe0aJSg+pvlVrTsY3LRtbk00+TLVJvvTU5tnihKmMerwwlv31qjDBoEBx/fDIDY9NNLV5IkqSCaGgGxknAjjHGz0MIHYCxwJ+LE5YaUpbd6Itt3jw45JBk1sW556YdjZQW83iZK/ntU5ctg/POS/oKnXmmy/MkSVJBNVTA+CLG+DlAjHF+CCGbHUtUYO42koWZM6FvX6ithQcfTAoZUnUyj5ex+sWLkixYL1kCp54KI0bAT34CV19tAUOSJBVUQwWMrUII92UeB2DresfEGI8paGRaRcl/ElcKFi6EffaBzz6Dxx6DvfdOOyIpTebxMlPX3whYsWykJIsXAKefnhQvBg9OChiSJEkF1lAB49iVjm8sZCBqWMl/Elcq2rSByy6D/faDnXZKOxopbebxMlO/OXPJ7y513nlJn6Hvfz/tSCRJUpVYYwEjxvhEU988hHAIMARoDtwWYxy8hvOOBUYBu8UYpzT1upXG4kUWJkyAFi1gr73g/PPTjkYqCfnI4yqe+ksES3ZnqXnzku1RzzgDevdOviRJkoqkYOuhQwjNgZuAQ4Ea4IQQQs1qzmsNXAhMLlQs5cziRRbGjEn6XFx2WdINX5LKTFksEXz//WSJ3gUXJD2GJEmSiqyQDd12B2bEGN+NMS4BRgD9VnPe/wOuARYXMJayZPEiC3fdBcccAzvuCKNH20BOUlkq+d2lpk1Lihcffpj0F+rcOe2IJElSFcq6gBFCaJnje3cCZtc7rs08V/89dwE2jzE+vJZr/yCEMCWEMGX+/Pk5hlGeLF5kYehQOOUU2H9/eOIJaNcu7Yikkra2PF6NubaUlOzuUi+8kPQVWroUnnoqWaonqUnMt5LUOGstYIQQdg8hvAq8nTneKYRwQ1MvnNnO73rgR2s7N8Z4S4yxV4yxV4cOHZp66ZJn8SILMcLEiXDUUfDww9C6ddoRSSUr2zxebbm2FAybPIv+f3yWaXMXph3Kmr32Gmy0EUyalMx2k9Rk5ltJapyGdiGpMxT4NvAAQIzx5RDCN7N43Rxg83rHnTPP1WkNfAOYEJJp/5sCY0IIR1ZrI8+67fNKfuu8NC1fDp98Am3bwl//Cs2awTrZ/BpLVa2xeVwFVL9YXbfjSEn58ENo3z7ZLrV/f1h//bQjkiRJVS6bJSTNYowzV3puWRavewHYJoTQNYTQAhgAjKn7Zozx0xhj+xhjlxhjF+A5oGqLF/Df7fP26NrW4sXqfPklnHZasg570aJk1xGLF1I2GpvHVSArz7QbeVbv0sr5d94JXbvC888nxxYvJElSCcjm//5mhxB2B2JmZ5HzgbfW9qIY49IQwnnAOJJtVP8cY3w9hHAlMCXGOKbhd6hONR3blO72eWlavDj5BHDMGLjqKthgg7QjkspJo/K4Cqekm3YOGQIXXQQHHQQ1q2weJkmSlJpsChg/JJl+vAUwD3g889xaxRjHAmNXeu7yNZx7QDbvqSq0cCH065c0j7vpJjjnnLQjkspNo/O48m/Y5FlMfu+j0mvaGSP86ldw5ZXJ7k7DhkHLXPt3S5IkFc5aCxgxxn+RLP+Q0nHBBfDMM3D33XDiiWlHI5Ud83hpqZt9UXI9L0aNSooXp58Ot9ziEj1JklRy1np3EkK4FYgrPx9j/EFBIqpS9T+R00quvjopXBx8cNqRSGXJPF4a6ho11/U6KqnZF5DMuqgrFCfNtSVJkkpKNk08HweeyHxNAjYBvihkUNWmfjO3kvtELi1vvQXnngtLl0LHjhYvpKYxj5eAuuJFTcc2pZPr//MfOOssmDULmjeHk06yeCFJkkpWNktIRtY/DiHcBTxTsIiqUEk3c0vDSy/Bt76VPL7kEth663TjkcqceTx99WfZlUyj5oUL4cgj4emnYb/9kuKFJElSCctmBsbKugJfz3cg1apkm7mlZeJEOOAAaNUq6Xth8UIqBPN4EZXkLLv58+Gb34RJk+Cvf7V4IUmSykI2PTA+5r9rp5sBHwEDCxlUtSjJm9o0PfJIsgZ7yy3hscdg883TjkiqCObxdJXcLLva2mSL1JkzYfRoOOywtCOSJEnKSoMFjBBCAHYC5mSeWh5jXKURnBqn5G5q09auHeyxB9x7L3TokHY0UkUwj6enZJt2tm6d9Ba69VbYd9+0o5EkScpag0tIMje5Y2OMyzJf3vTmWUnd1KblxReTP3ffHcaPt3gh5ZF5PD0l17Tz9deTpp0bbQRPPmnxQpIklZ1semBMDSHsXPBIVH1ihF//Gnr1gjFjkufsfi8Vgnm8yOr6G9V0bMPIs3qnX6h++mnYay+48MLk2FwrSZLK0BqXkIQQ1okxLgV2Bl4IIbwDfA4Ekg/1dilSjBWpfvPOqhQjXHopXH89nHwyHHpo2hFJFcc8no6S62/08MNw3HHQpQv84hdpRyNJktRoDfXAeB7YBTiySLFUlbr+FyVxc1tsS5fCD34At98O558Pv/89NGvMhjiS1sI8izZAtAAAIABJREFUXmT1ixcl0d9o2DA49VTYaSd49FFo3z7deCRJkpqgoQJGAIgxvlOkWKpO1fa/eOqppHjxy18mX05llgrFPF5EJVe8+OwzuPhi2GefZLeRNm3SjUeSJKmJGipgdAghXLKmb8YYry9APFWhapePxJgUK/r0gZdegp49045IqnTm8SIpqeJFXZ/W1q2TgnGXLtCqVXrxSJIk5UlD8/abAxsCrdfwpUaqyuUjCxbAN78JEyYkxxYvpGIwjxdBSRUvli+HH/0ILr88Od5+e4sXkiSpYjQ0A2NujPHKokVSJerPvkh9enGxfPABHHwwzJgBCxemHY1UTczjRVBXlE69eLF0KZx5JtxxB1xwwX9nvUmSJFWItfbAUH5V3eyLGTOgb1/48EN45JFkFoakYjGPF0nqRenFi+GEE+CBB+CKK5LdRixeSJKkCtNQAaNP0aKoMqnf6BbL7NlJ87ilS2H8eOjVK+2IpGpjHi+gYZNnMXrqHKbNXUhNxxQbZMYIRx0F48bBkCHJ7AtJkqQKtMYeGDHGj4oZiCpQp05w0kkwcaLFCykF5vHCql+8SHVWXQjw3e/CnXdavJAkSRWtoRkYUuM8/jhssw1suSX8z/+kHY0k5V39fkYjz+qdThBz5sArr8ChhybFYkmSpArX0C4kyrO6G96Kds89cNhhcOmlaUciSQVRf9eR1GZezJgBe+8Np5wCn32WTgySJElF5gyMIqr4Bp633gpnnZXcVN96a9rRSFJe1fW8qCtEp7bryMsvw7e+lfQXevRRaO2OuJIkqTpYwCiyim3gee218JOfJFOZR42C9ddPOyJJyqu6nhd7dG1Lv56d0snl//gHHH44bLhh0hy5e/fixyBJkpQSCxhFUn+9dMX54otk6ciAAfCXv0CLFmlHJEkFUdOxTXo9LwAefBA6dIDHHkv6DEmSJFURCxhFUpHLR5YtgyVLYL31ksadrVtD8+ZpRyVJlefzz2GDDeDXv4bLLoOvfS3tiCRJkorOJp5FUH/2RcUsH1myBE44AY45JilkbLyxxQtJFSvVJsy33ALbbQczZ0KzZhYvJElS1bKAUQQVN/vi88/hiCPg3nvhoIMsXEiqaKnuOjJ4cNIceaedkqUjkiRJVcwlJEVSMbMvPv44aSA3eTL86U/wve+lHZEkFUz94kVRdx2JEQYOTBokn3BC0l9o3XWLc21JkqQS5QyMAkt12nEhHH88vPhiMvvC4oWkCpZa8QJg6NCkeHHOOXD33RYvJEmScAZGwVXc8pFrr4UFC5KlI5JUweryd9GLF5AUiFu2TJaPhFDca0uSJJUoZ2AUQdkvH3ntNbjmmuTxzjtbvJBUNYqavxctgksvTf5s3RrOPtvihSRJUj0WMNSwyZNhv/1gyBD48MO0o5Gkghs2eRb9//gs0+YuLN5FP/oI+vaF3/0OJk4s3nUlSZLKiAWMAir7/hePPw59+iRb9k2aBO3bpx2RJBXc6KlzmDZ3ITUd2xRn+d/cubD//vB//wejRsGhhxb+mpIkSWXIHhgFVNb9L+6/HwYMgO22g3HjoGPHtCOSpIKrKzzv0bUtI8/qXfgLvvdesixv3jwYOzYpGkuSJGm1LGAUSP2b4LLsf7F4Mey2Gzz4YDIDQ5IqXP1dR4pWeF6+HNZbD558EnbfvTjXlCRJKlMuISmAVG6C8+Xtt5M/TzgBnn7a4oWkqlHUXUfefhtihK23hldesXghSZKUBQsYBZDq1nuNFSP8/Oewww7JOmyAZv56SKouRZk199hjyY5Odbs7mWslSZKy4l1TgZTV0pHly+Hcc+HXv4bTToOddko7IkmqTH/7Gxx+eDLz4rTT0o5GkiSprFjAqHZLlsBJJ8HNN8Nll8Ef/wjNm6cdlSRVnj/9CY4/PukvNGECbLpp2hFJkiSVFQsYeVZ2W6fefTeMGAGDByfTmUNIOyJJKrqC5+5Zs+Ccc6BvX/j73+0vJEmS1AjuQpJnZbd16umnw1ZbwQEHpB2JJBXdsMmzGD11zoriRcFy9xZbJDuN7LYbtGhRmGtIkiRVuILOwAghHBJCmB5CmBFCGLia718SQpgWQnglhPBECGHLQsZTLCXf/2LePDj0UJgxI5lxYfFCUpUZNnkW/f/4LD+7/9UVW17nvfHysmVJf6Fhw5Ljvfe2eCFJktQEBZuBEUJoDtwE9AVqgRdCCGNijNPqnfYS0CvG+O8Qwg+Ba4H+hYpJwMyZyRTm2trkcbduaUckSUU3euocps1dyB5d29KvZ6f8F52XLIFTT02W6G28cX7fW5IkqUoVcgnJ7sCMGOO7ACGEEUA/YEUBI8Y4vt75zwEnFzCegqtbQ71H17Zph7J6b7wBBx8MixYl2/jtvXfaEUlSamo6tmHkWb3z/8b//jccdxw88kjSW+iyy/J/DUmSpCpUyCUknYDZ9Y5rM8+tyRnAIwWMp+BKuv/F66/DvvvCl1/CU09ZvJBUtQrasPOLL5JC8bhxcOutFi8kSZLyqCR2IQkhnAz0Aq5bw/d/EEKYEkKYMn/+/OIGl6X6sy9Ksv9Fly7J0pFnnoEdd0w7GkklqBxybT4UtNjcsiX06QMjR8L3v5//95dUEaol30pSvhWygDEH2LzecefMc18RQjgIGAQcGWP8YnVvFGO8JcbYK8bYq0OHDgUJtqlKdvbFk0/CZ5/BBhvA8OH2vJC0RuWQa/Ml78XmmTNh6tTk8RVXJEtIJGkNqinfSlI+FbKA8QKwTQihawihBTAAGFP/hBDCzsAfSYoX/ypgLEVRcrMv7rormcp8+eVpRyJJlWvatGRZXv/+yc4jkiRJKoiCFTBijEuB84BxwBvAPTHG10MIV4YQjsycdh2wIXBvCGFqCGHMGt6upBV0PXVjDR0Kp5ySbJF65ZVpRyNJlemFF2C//ZLCxb33QvPmaUckSZJUsQq5CwkxxrHA2JWeu7ze44MKef1iKanlIzEm05evuAKOPjpZNtKyZdpRSVLlGT8ejjwSOnRIdnbaeuu0I5IkSapoJdHEsxKUzPKRBQvgllvgtNPgnnssXkhSPXmdMXfjjbDllklzZIsXkiRJBVfQGRgqoqVLoVkzaN8epkyBTTdNjiVJQFK8+Nn9rwJNnDG3ZAm0aJH0GVq8GNq2zVOEkiRJaoj/h1sJ/vMfOOYYuOSS5HizzSxeSNJK6pb7/eboHo2fMTdkCOy1FyxcCOuvb/FCkiSpiPy/3CZKvYHnwoVw6KHw0EOw7bbpxSFJZaDRy/1ihF/+Ei66KFk24vI8SZKkonMJSRPkbTpyY82fnxQvXn4Z7r4bTjyx+DFIUokbNnkWo6fOYdrchdR0bJP7GyxfnhQubrgBTj896TO0jv/5lCRJKjbvwJogL9ORG2vZMujbF6ZPhwcegMMPL+71JalM1C9eNKrY/POfJ8WLH/0IrrsOQsh/kJIkSVorCxhNlNruI82bJ1ultm0L++5b/OtLUhmp6diGkWf1btyLzz47aYx8/vkWLyRJklJkD4xy89JLMGJE8rhfP4sXktSARvcp+vRTuPrqZPnIFlvABRdYvJAkSUqZBYxGSqV558SJcMABMGhQsnWfJKlBdUv9clo6Mn8+HHggXH45vPhigSKTJElSrixgNFKjboqbYuxYOPjgZIvUCROgVaviXFeSylRdoTmnpX6zZiUz2954A0aPht12K2yQkiRJypoFjCYoWv+L4cOT5SI77ABPPw2bb174a0pSGWvULlHTp8M++8A//wl//zscdlgBI5QkSVKubOJZDt58E/beG8aMgTaN2AJQkqpI/eJFTrtE/fOf0KxZMsutZ8/CBShJkqRGsYDRCPWnJRdMjDB3brJk5Fe/gi+/hBYtCnc9SaoQOW9xPXcudOwI++8Pb71lrpUkSSpRLiHJUaOmJecqRrj0UthxR5g9O+l87w21JGUt6yV+Dz8MW28N99yTHJtrJUmSSpYFjBzl/MlerpYuhTPOgOuvhxNPhE5FahIqSRUgpx2i/vpXOOqopL/QgQcWNjBJkiQ1mQWMRihY884vvoD+/eH225NlI0OGJOuxJUlrldMMuZtugpNPTpp2PvEEtG9fhAglSZLUFPbAKCWDB8N998Hvfw8XXph2NJJUNnJq3DllCpx3Hhx5JIwc6bbUkiRJZcICRim57DLYbTe37pOkHOW0vK9XL3jgATj8cFjH/wxKkiSVC9cnpG3OHDjhBPjkE1hvPYsXktRIDS7vW7oUzjkHJk9Ojvv1s3ghSZJUZixgpGnGjGT99UMPwfTpaUcjSZVp8WL4znfg5pth4sS0o5EkSVIj+fFTWl55BQ4+OPlUcPz4ZEqzJCm/PvssmW0xfjwMHQrnn592RJIkSWokZ2DkIKft+Rry/POw//7J9OWJEy1eSFITrDE3f/IJ9OkDTz8Nd91l8UKSJKnMWcDIQV2TuLVuz7c2HTsmRYtJk6B79zxEJknVa425ecMNoVu3ZHenk09OITJJkiTlk0tIctRgk7i1mTQJ9twTNt8cHnssv4FJUhX7Sm6eMQM22CApFg8blm5gkiRJyhtnYGSpyctHbr0V9t0XhgzJX1CSVOVWyc0vv5w0Rz7ppPSCkiRJUkE4AyNLTVo+cs01MHAgHHoonH12niOTpOozbPIsRk+ds6J40a9np2SW2+GHQ+vW8L//m3KEkiRJyjcLGDnIeflIjEnh4tpr4YQT4I47oEWLgsUnSdVg2ORZ/Oz+V4EkL/fr2YkTP3odjj32v0v0tmjkUj9JkiSVLAsYhfT223DDDfDDH8KNN0IzV+xIUlPUL1785ugeSVF52TLY7SjYfnt49FHYZJOUo5QkSVIhWMAohOXLk2LFttvCSy8lf4aQdlSSVPbqlvOtKF4sXw7Nm8PDD8P668NGG6UcoSRJkgrFKQH59vnncNhhcNttyfF221m8kKQ8WrGcb/Bg6N8/mYHRsaPFC0mSpApnASOfPv4Y+vZN1l+7XESSCiNGuOwy+OlPk75Cy5enHZEkSZKKwCUk+TJ3LnzrWzB9Otx7LxxzTNoRSVJFGTZ5Fi+8M5/b/nEbTHoQzj0Xhg61YCxJklQlvOvLwrDJs1Zs1bdaixbBvvvCu+8m67AtXkhS3o2eOoffjLuJAyc9CL/4RdIk2eKFJElS1XAGRhbqmsb169lp9SdsuCGcdx707g177FHEyCSpOtQVkrc55Fg443C44IK0Q5IkSVKRWcBYi7qb5hVN4+qbPDlpHrfXXnDRRekEKEkVbtTfX+HFIXdAjz7UHHMIrJyLJUmSVBUsYKzFGmdfPP44HHUUbL89vPCCO41IUiHMncvupx/NEfNmsd/3j6WfxQtJkqSq5eLhLKwy++K+++Dww2GrreDBBy1eSFIhvPsun+22J+3mf8C1519Pv6P3TjsiSZIkpcgCRq7+/Gf4zndg113hqaegY8e0I5KkyvPaa7DPPvDJJ5w44NdsPaBf2hFJkiQpZRYwGrDK7iMxwqOPwkEHwWOPwde+ll5wklTBnh05jgX/WcrJp15Hq717r9qDSJIkSVXHHhgNWNH/YqfN4JNPYOON4a67km+2bJliZJJUoT75hGHTF/KzL7dng9Nu4hvbd17zDlCSJEmqKs7AWIO62Rd7brkxJ955Dey9NyxcmBQuLF5IUv6NGsWSzbfk3hvvBWDQgD0YeZazLyRJkpQoaAEjhHBICGF6CGFGCGHgar7fMoQwMvP9ySGELoWMJxejp85hnWVLGfzAtXDzzXDEEdC6ddphSVJFem7QtSw/vj+vbNSJd9p15jdH97BwIUmSpK8o2BKSEEJz4CagL1ALvBBCGBNjnFbvtDOAj2OM3UIIA4BrgP6FiikXLZYs5p5Hr6HLa8/C4MHwk5+kHZIkVaT/u2AQe97wGyZ03ZU/X3QtA/foZvFCkiRJqyhkD4zdgRkxxncBQggjgH5A/QJGP+BXmcejgBtDCCHGGAsYV1ZOvef39Hz9ObjlFjjzzLTDkaSKNGLQDQy44Tc8tP2+LLr1z9y5T7e0Q5IkSVKJKuQSkk7A7HrHtZnnVntOjHEp8CnQbuU3CiH8IIQwJYQwZf78+QUK96te/v7F3PPTIRYvJFWNNHLtW7vtzx+++1M++9NfGGDxQlKVSCPfSlIlKItdSGKMtwC3APTq1asoszN+dOoBwAHFuJQklYQ0cu3lR+0IR+1YjEtJUslII99KUiUoZAFjDrB5vePOmedWd05tCGEdYCNgQQFjkrQaX375JbW1tSxevDjtUKpeq1at6Ny5M+uuu27aoUjKM3Nt6TDXSlJ5KmQB4wVgmxBCV5JCxQDgxJXOGQOcCjwLHAc8WQr9L6RqU1tbS+vWrenSpQshhLTDqVoxRhYsWEBtbS1du3ZNOxxJeWauLQ3mWkkqXwXrgZHpaXEeMA54A7gnxvh6COHKEMKRmdP+BLQLIcwALgFW2WpVUuEtXryYdu3aeUOdshAC7dq189NZqUKZa0uDuVaSyldBe2DEGMcCY1d67vJ6jxcD3ylkDJKy4w11afDnIFU2/42XBn8OklSeCrkLiSRJkiRJUl5YwJBUMh544AFCCLz55psrnpswYQLf/va3v3LeaaedxqhRo4CkKd7AgQPZZptt2GWXXejduzePPPJIk2O5+uqr6datG9tttx3jxo1b7TkxRgYNGsS2225L9+7dGTp0KACffvopRxxxBDvttBM77LADt99++4rXzJo1i4MPPpju3btTU1PD+++/3+RYJSkXlZJr33zzTXr37k3Lli357W9/u8rrli1bxs4777zKuCRJ5asstlGVVB2GDx/OPvvsw/Dhw7niiiuyes0vfvEL5s6dy2uvvUbLli2ZN28eTz31VJPimDZtGiNGjOD111/ngw8+4KCDDuKtt96iefPmXznvjjvuYPbs2bz55ps0a9aMf/3rXwDcdNNN1NTU8OCDDzJ//ny22247TjrpJFq0aMEpp5zCoEGD6Nu3L4sWLaJZM+vIkoqrUnJt27ZtGTp0KA888MBq33/IkCF0796dhQsXNilOSVLpsIAh6SuuePB1pn2Q35u9ms3a8MsjdmjwnEWLFvHMM88wfvx4jjjiiKxuqv/9739z66238t5779GyZUsAvv71r3P88cc3Kd7Ro0czYMAAWrZsSdeuXenWrRvPP/88vXv3/sp5N998M8OGDVtRhNhkk02AZG31Z599RoyRRYsW0bZtW9ZZZx2mTZvG0qVL6du3LwAbbrhhk+KUVL7MtU3PtZtssgmbbLIJDz/88CrvXVtby8MPP8ygQYO4/vrrmxSnJKl0+NGfpJIwevRoDjnkELbddlvatWvHiy++uNbXzJgxgy222II2bdqs9dyLL76Ynj17rvI1ePDgVc6dM2cOm2+++Yrjzp07M2fOnFXOe+eddxg5ciS9evXi0EMP5e233wbgvPPO44033mCzzTajR48eDBkyhGbNmvHWW2+x8cYbc8wxx7Dzzjvz4x//mGXLlq01dknKl0rKtQ256KKLuPbaa53lJkkVxhkYkr5ibZ/eFcrw4cO58MILARgwYADDhw9n1113XWOn+Fw7yP/ud79rcowr++KLL2jVqhVTpkzhvvvu43vf+x4TJ05k3Lhx9OzZkyeffJJ33nmHvn37su+++7J06VImTpzISy+9xBZbbEH//v254447OOOMM/Iem6TSZq7N3ppy7Zo89NBDbLLJJuy6665MmDAh7/FIktJjAUNS6j766COefPJJXn31VUIILFu2jBAC1113He3atePjjz9e5fz27dvTrVs3Zs2axcKFC9f6yeDFF1/M+PHjV3l+wIABDBw48CvPderUidmzZ684rq2tpVOnTqu8tnPnzhxzzDEAHH300Zx++ukA3H777QwcOJAQAt26daNr1668+eabdO7cmZ49e7LVVlsBcNRRR/Hcc89ZwJBUFJWWa9dk0qRJjBkzhrFjx7J48WIWLlzIySefzN13393g6yRJpc95dZJSN2rUKL773e8yc+ZM3n//fWbPnk3Xrl2ZOHEi22yzDR988AFvvPEGADNnzuTll1+mZ8+erL/++pxxxhlceOGFLFmyBID58+dz7733rnKN3/3ud0ydOnWVr5VvqAGOPPJIRowYwRdffMF7773H22+/ze67777KeUcdddSKG/WnnnqKbbfdFoAtttiCJ554AoB58+Yxffp0ttpqK3bbbTc++eQT5s+fD8CTTz5JTU1NHv4GJWntKi3XrsnVV19NbW0t77//PiNGjODAAw+0eCFJFcIChqTUDR8+nKOPPvorzx177LEMHz6cli1bcvfdd3P66afTs2dPjjvuOG677TY22mgjAK666io6dOhATU0N3/jGN/j2t7+d1Trthuywww4cf/zx1NTUcMghh3DTTTet6Ip/2GGH8cEHHwAwcOBA/va3v9GjRw9++tOfcttttwFJt/5//OMf9OjRgz59+nDNNdfQvn17mjdvzm9/+1v69OlDjx49iDFy5plnNilWScpWpeXaf/7zn3Tu3Jnrr7+eq666is6dO7vjiCRVuBBjTDuGnPTq1StOmTIl7TCkivLGG2/QvXv3tMNQxup+HiGEF2OMvYoVg7lWyj9zbWkphVwL5ltJ1amx+dYZGJIkSZIkqeRZwJAkSZIkSSXPAoYkAMptOVml8ucgVTb/jZcGfw6SVJ4sYEiiVatWLFiwwBu6lMUYWbBgAa1atUo7FEkFYK4tDeZaSSpf66QdgKT0de7cmdra2hXbeyo9rVq1onPnzmmHIakAzLWlw1wrSeXJAoYk1l13Xbp27Zp2GJJU0cy1kiQ1jUtIJEmSJElSybOAIUmSJEmSSp4FDEmSJEmSVPJCuXXCDiHMB2YW6XLtgQ+LdK1icUzlwTGVh2KOacsYY4ciXctc23SOqTxU4pigMsdVrDEVNdcChBA+A6YX85olpBJ/V3Ph+B1/NY9/uxhj61xfVHZNPIt8Az8lxtirWNcrBsdUHhxTeajEMdUx1zaNYyoPlTgmqMxxVeKY6plewWNrUIX/XNfK8Tv+ah9/Y17nEhJJkiRJklTyLGBIkiRJkqSSZwGjYbekHUABOKby4JjKQyWOKQ2V+PfomMpDJY4JKnNclTimOpU8trWp5rGD43f81a1R4y+7Jp6SJEmSJKn6OANDkiRJkiSVPAsYkiRJkiSp5FV9ASOEcEgIYXoIYUYIYeBqvt8yhDAy8/3JIYQuxY8yd1mM65IQwrQQwishhCdCCFumEWcu1jameucdG0KIIYSS35YomzGFEI7P/KxeDyEMK3aMucrid2+LEML4EMJLmd+/w9KIMxchhD+HEP4VQnhtDd8PIYShmTG/EkLYpdgxloNKzLfmWnNtWsy15ZVrKzH/5aISc2UuKjGv5qISc3AuKjFfZ6sgeT3GWLVfQHPgHWAroAXwMlCz0jnnAH/IPB4AjEw77jyN65vA+pnHPyz1cWUzpsx5rYGngeeAXmnHnYef0zbAS8DXMsebpB13HsZ0C/DDzOMa4P20485iXPsBuwCvreH7hwGPAAHYE5icdsyl9lWJ+dZca64t8TGZa0vkqxLzXwHGX1a5Mt/jz5xXNnm1AD//ssrBBRh/2eXrHMaf97xe7TMwdgdmxBjfjTEuAUYA/VY6px/wl8zjUUCfEEIoYoyNsdZxxRjHxxj/nTl8Duhc5Bhzlc3PCuD/AdcAi4sZXCNlM6YzgZtijB8DxBj/VeQYc5XNmCLQJvN4I+CDIsbXKDHGp4GPGjilH3BnTDwHbBxC6Fic6MpGJeZbc625Ni3m2vLKtZWY/3JRibkyF5WYV3NRiTk4FxWZr7NViLxe7QWMTsDsese1medWe06McSnwKdCuKNE1Xjbjqu8MkspXKVvrmDJTjjaPMT5czMCaIJuf07bAtiGESSGE50IIhxQtusbJZky/Ak4OIdQCY4HzixNaQeX6b64aVWK+NdeWB3OtuTZtlZj/clGJuTIXlZhXc1GJOTgX1Zqvs5VzXl+noOGo5IUQTgZ6AfunHUtThBCaAdcDp6UcSr6tQzKt7gCSTyOeDiH0iDF+kmpUTXMCcEeM8X9CCL2Bu0II34gxLk87MKlQzLUlz1wrlYBKyZW5qOC8motKzMG5MF/noNpnYMwBNq933Dnz3GrPCSGsQzKtZ0FRomu8bMZFCOEgYBBwZIzxiyLF1lhrG1Nr4BvAhBDC+yRrqMaUeBOkbH5OtcCYGOOXMcb3gLdIEnypymZMZwD3AMQYnwVaAe2LEl3hZPVvrspVYr4115pr02KuTZRLrq3E/JeLSsyVuajEvJqLSszBuajWfJ2tnPN6tRcwXgC2CSF0DSG0IGmaNGalc8YAp2YeHwc8GTMdR0rYWscVQtgZ+CPJfyTKYZ1Zg2OKMX4aY2wfY+wSY+xCsn7yyBjjlHTCzUo2v38PkFSjCSG0J5li924xg8xRNmOaBfQBCCF0J0nS84saZf6NAU7JdFLeE/g0xjg37aBKTCXmW3OtuTYt5tryyrWVmP9yUYm5MheVmFdzUYk5OBfVmq+zlXteX1uXz0r/Iul8+hZJd9hBmeeuJEkckPwC3QvMAJ4Htko75jyN63FgHjA18zUm7ZibOqaVzp1AGXRwzuLnFEimFU4DXgUGpB1zHsZUA0wi6cI8FTg47ZizGNNwYC7wJcmnBGcAZwNn1/s53ZQZ86vl8LtXor8bZZdvzbXm2hIek7m2hL4qMf/lefxllyvzOf6Vzi2LvJrnn3/Z5eA8j7/s8nUOY897Xg+ZF0qSJEmSJJWsal9CIkmSJEmSyoAFDEmSJEmSVPIsYEiSJEmSpJJnAUOSJEmSJJU8CxiSJEmSJKnkWcBQ0YUQloUQptb76tLAuV1CCK/l4ZoTQgjTQwgvhxAmhRC2a8R7nB1COCXz+LQQwmb1vndbCKEmz3G+EELomcVrLgohrN/Ua0uqPObbrOM030qSVAYsYCgN/4kx9qz39X6RrntSjHFh2wmpAAAD+ElEQVQn4C/Adbm+OMb4hxjjnZnD04DN6n3v+zHGaXmJ8r9x/i/ZxXkR4A21pNUx3zbMfCtJUhmxgKGSkPnkb2II4f8yX3ut5pwdQgjPZz5FfCWEsE3m+ZPrPf/HEELztVzuaaBb5rV9QggvhRBeDSH8OYTQMvP84BDCtMx1fpt57lchhEtDCMcBvYC/Zq65XuaTvF6ZTw1X3ARnPjm8sZFxPgt0qvdeN4cQpoQQXg8hXJF57gKSG/vxIYTxmecODiE8m/l7vDeEsOFariOpiphvV8t8K0lSGbCAoTSsV2868/2Z5/4F9I0x7gL0B4au5nVnA0NijD1JbmhrQwjdM+fvnXl+GXDSWq5/BPBqCKEVcAfQP8bYA1gH+GEIoR1wNLBDjHFH4Kr6L44xjgKmkHxy1zPG+J963/5b5rV1+gMjGhnnIcAD9Y4HxRh7ATsC+4cQdowxDgU+AL4ZY/xmCKE98HPgoMzf5RTgkrVcR1LlMt+abyVJqhjrpB2AqtJ/MjeV9a0L3JhZg7wM2HY1r3sWGBRC6AzcF2N8O4TQB9gVeCGEALAeyc356vw1hPAf4H3gfGA74L0Y41uZ7/8FOBe4EVgM/CmE8BDwULYDizHODyG8G0LYE3gb2B6YlHnfXOJsAWwI1P97Oj6E8AOSf7cdgRrglZVeu2fm+UmZ67Qg+XuTVJ3Mt+ZbSZIqhgUMlYqLgXnATiQzgxavfEKMcVgIYTJwODA2hHAWEIC/xBh/msU1TooxTqk7CCG0Xd1JMcalIYTdgT7AccB5wIE5jGUEcDzwJnB/jDGG5O426ziBF0nWY98AHBNC6ApcCuwWY/w4hHAH0Go1rw3AYzHGE3KIV1J1Md/WixPzrSRJZcMlJCoVGwFzY4zLge8Cq6xXDiFsBbybmcY7mmRq7xPAcSGETTLntA0hbJnlNacDXUII3TLH3wWeyqxh3ijGOJbkRn+n1bz2M6D1Gt73fqAfcALJzTW5xhljjMAvgD1DCNsDbYDPgU9DCF8HDl1DLM8Be9eNKYSwQQhhdZ+uSqpe5tt6zLeSJJUPCxgqFf8LnBpCeJlkGvDnqznneOC1EMJU4BvAnZlO9D8H/h5CeAV4jGS671rFGBcDpwP3hhBeBZYDfyC5OX0o837PsPo1zXcAf6hrKrfS+34MvAFsGWN8PvNcznFm1nr/D/DjGOPLwEsknzIOI5kmXecW4NEQwvgY43ySjv3DM9d5luTvU5LqmG9Xjc98K0lSGQjJBw+SJEmSJEmlyxkYkiRJkiSp5FnAkCRJkiRJJc8ChiRJkiRJKnkWMCRJkiRJUsmzgCFJkiRJkkqeBQxJkiRJklTyLGBIkiRJkqSS9/8BvupgilwJbYAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 12.5 s, sys: 1.36 s, total: 13.9 s\n",
      "Wall time: 12.5 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "num_cols = 3\n",
    "num_rows = math.ceil(len(ParameterGrid(param_grid5)) / num_cols)\n",
    "\n",
    "# create a single figure\n",
    "plt.clf()\n",
    "fig,axes = plt.subplots(num_rows,num_cols,sharey=True)\n",
    "fig.set_size_inches(num_cols*5,num_rows*5)\n",
    "\n",
    "for i,g in enumerate(ParameterGrid(param_grid5)):\n",
    "\n",
    "    pipeline.set_params(**g)\n",
    "    pipeline.fit(X_train,y_train)\n",
    "\n",
    "    y_preds = pipeline.decision_function(X_test)\n",
    "    \n",
    "    # fpr means false-positive-rate\n",
    "    # tpr means true-positive-rate\n",
    "    fpr, tpr, _ = metrics.roc_curve(y_test, y_preds)\n",
    "\n",
    "    auc_score = metrics.auc(fpr, tpr)\n",
    "\n",
    "    ax = axes[i // num_cols, i % num_cols]\n",
    "\n",
    "    # don't print the whole name or it won't fit\n",
    "    ax.set_title(str([r\"{}:{}\".format(\n",
    "        k.split('__')[1:],v) for k,v in g.items() if \"gamma\" not in k and \"kernel\" not in k]),fontsize=15)\n",
    "    ax.plot(fpr, tpr, label='AUC = {:.3f}'.format(auc_score))\n",
    "    ax.legend(loc='lower right')\n",
    "\n",
    "    # it's helpful to add a diagonal to indicate where chance \n",
    "    # scores lie (i.e. just flipping a coin)\n",
    "    ax.plot([0,1],[0,1],'r--')\n",
    "\n",
    "    ax.set_xlim([-0.1,1.1])\n",
    "    ax.set_ylim([-0.1,1.1])\n",
    "    ax.set_ylabel('True Positive Rate')\n",
    "    ax.set_xlabel('False Positive Rate')\n",
    "\n",
    "plt.gcf().tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## rbf kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid6 = [\n",
    "    {\n",
    "        'clf__kernel': ['rbf'],\n",
    "        'clf__C':[0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000],\n",
    "        'clf__gamma':['auto']\n",
    "    }\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IXm2C/bBXX4XjjoMrroD+/WOd4EUkmSrqaCtY18UPP7j5QnXqwDvvKNeKiJSjWsOUi4vhrLNcN/Gnn0LTprHPtypgiIgXZV0RrHBPXz6MHAndu8POO7sKtYhIDHjZgleRr7+Gww5z84XGjo39YlpEpKqqta1v5Uo3X2jMGLjxRmjSJLhAQ0QFDBEpmPKGERVkcf3QQ65o0a6dW1DXqxfcZ4mIBKy8fJr+taAFi0wzZ0KHDq6l+Y033BR8ERGp8ES9nLf1LV0KnTu7PHvvvXDBBXmMNNxUwBCRQHktWqTNnw8XXwydOsFzz0Ht2sF/pohIAKo13C1o1rpF9AYbwMSJ0Ly533hERDyrqNicvl2l/H3ffTBtGgwfDt265S3eKFABQ0QCU7otztsie8st4c03Yffd3XRmEZEIqOhqXWiKFpmMgWefhbVr3ZBkEZGECrzY3K8fHHootGpV/feKGBUwRCQQmcWLgky7L23tWjjvPGjd2g030jGpIhIBgV2tC9Izz7iteU884QrGIiIJUVahGQIqNn/1FfTsCU895XJtAosXoAKGiATAe/Fi1So49VQ3kXmLLQr72SIiVRSarrVcPPggnH++my/0xx+wySa+IxIRKYjSOTtT3vP3hx+6+ULWwuLFiS4Wq4AhInlR1lVDL8WLFSvcMakTJ8Idd8Cllxb280VEchCa3Jkra+HWW+Hqq+Goo9zWkY028h2ViEjgSm8PCTxnT5vm8my9ejBpEuy4Y3CfFQEqYIhItYRqoNzq1e7ovqIiePRR6NGjsJ8vIlKBymZaRKLjIu2GG9xXt27w2GOaLyQisVfWmjfwnP3mm67zYpttXPFi662D+6yIUAFDRHJW3h5t7wvvWrXckVL/+pfrwhAR8SySMy2ycfjhsHw53HYb1KjhOxoRkUCV3i5SsLy9665wwgmuq3izzYL/vAhQAUNEshaqbotMc+bATz+5YUaXX+4vDhERQnJ8dBBWrYJx4+DYY2G//dyXiEjMeZntNmoUdOwIm27qBiTLn1TAEJFylW53DlW3Rdqnn7orgRtvDJ9/DusprYmIH6Et8ubD8uWucPHaa/Dxx7DLLr4jEhEJXMGLF9bCLbfANdfAoEHuuFRZh1b6IrKOitqdQ7cQf+cdOOIINzhu1CgVL0TECy/7ogtpyRKXa997z827UPFCRGKqvIt3BSte9O3rtouceipcckmwnxdRWu2LCBDBK4eTJ0OXLu6Y1EmToGlT3xGJSMLEvnAB8OOPboDcV1+5o6m7dPEdkYhIXlQ2WDn9a0HyenEx9OoFQ4fChRfC4MGaL1QOFTBEEi6yC/ChQ2G77WDCBFfEEBEpsNEz5zNrwdLo5M2qmDIFvv8exo+HQw7xHY2ISF6UHsqZ5i2fz53ruomvu859GVPYz48QFTBEEii0p4hkY+VK2HBD18b8xx9Qv77viEQkYdI5dNaCpbRoVJeRvdr4Din/0rm2Wzdo3x4239x3RCIieeFlKGd5Vq6EDTaAbbeFWbOUa7OgAoZIQsRiKv4dd8CwYe5M7E03dQlfRKSAyjpKL3amT3fH9o0cCW3bakEtIrERquLFzz+7+UJHHQXXXqtcmyUVMEQSIvNqYaSKFuCGGl1zjZvKfOKJ7sQREZECC9XCNygTJ7rTRv7xD9gyhsUZEUmsUOXwH390p+jNng1XXeUvjghSAUMk5iLf6rx2LfTuDQ8+CD17wv33Q82avqMSkQQpPSvI+8I3KM8/D6ecAjvtpPlCIhJpFQ3o9J7Dv/nGbc376Sc3X+jgg/3FEkEqYIjEVHnDOSOnf39XvLj8crj1Vg01EpGCiPSsoKqYNg26doU2beDllzVfSEQiK3QDOjP9/jsceKCbffH667DPPv5iiSgVMERiqKw92pFdcF9wAWy1FZx3nu9IRCQBInekdL7st58rEvfuDbVr+45GRCQnZRWdvXdalKV2bbj9dth9d2jRwnc0kaQChkjMhGp/X1X9+qs7//qaa9w+bBUvRKQAYlX8zYa1biF9yimuUNyvn++IRERyVjp3hzJ/T5wIq1bB0UfDySf7jibSVMAQiYnY7NFeuBA6dHBHSXXqBK1b+45IRGIuNvkzF2vXug63IUNg9WpXMBYRiZDI5O7nnnNHUu+9Nxx5JNSo4TuiSFMBQyTiypt1EcoEXpnvvoPDDnOTmceOVfFCRAKXuK4LcAWL7t3h2Wfhyivh6qt9RyQikrVIrX0ffhh69XJHUo8dq+JFHqiAIRJRkUre2Zg1yx0ntWIFTJrk9mOLiFRRWRPoyxL6K3f5tmIFHH88vPoq3HYb9O3rOyIRkaxFqug8aBBccYXrKH7+ec0XyhMVMEQiJnaFi7Rly2DDDWHcONhtN9/RiEiElTeBviyxyaHZWrMGFi1yVwXPPtt3NCIiWYnMdpE0a2HePHe60xNPQK1aviOKDRUwRCIitoWLuXOhcWO3XeSLL2A9pSURyV1kJtD7smgR1KnjjkctKlKuFZHQKquDLjLr37VrYcECNxj57rtdIaNmTd9RxYr+9hIJqdLJOzKJOxejR7vK9KOPuuFGWlCLSBWNnjmfWQuW0qJR3XjlyXxIzxdq2RKeflq5VkRCqayLdWmRyOurV8Opp8L06fDJJ65gLHmnv8FEQipzMQ4RSdy5eOIJ6NHDLag7dfIdjYhEVHrBm86XI3u18R1SuMya5YoXf/wBffr4jkZEpEyRmm1RlhUr4J//hAkT4N//VvEiQCpgiIRE6Y6LWC/G77oLLr4Y2reHl16CTTbxHZGIREhZ20XSC17JMGOGKxDXqgVTp8Kuu/qOSETkLzKLF5Hc+vfLL+541KIi11Xco4fviGIt0AKGMaYjcBdQE3jEWjuw1PcbA48D9VPPucJaOy7ImETCprx2uRaN6sZzMf7hh654cdxxMGIEbLCB74hEJGK0XSQLa9a4LXr167uTnbbd1ndEIiJ/EfniBbjjqN9/H557zq1vJVCBFTCMMTWB+4DDgB+Ad40xY6y1szKedg3wrLX2AWNMC2Ac0CSomETCJLZDOSuz557u+L5DD9U+bBHJibaL5GD99eHFF2GLLaBRI9/RiIisI3KnilTkttvc7It27XxHkghB/uuhFTDbWjsHwBjzDNAZyCxgWKBu6nY94McA4xHxKhFDOcuzZg2cfz507w4HHAAdOviOSEQiQttFcjRsmDvdqX9/VzAWEQmZyM+7APjsMxgwAB57DOrWVfGigIIsYGwJzMu4/wPQutRzrgcmGmMuBDYG2gcYj4gX5W0RiWzCztUff7g25rFjoXlzV8AQESlHRcXexOTNqho8GC65xA3tLC5Wl5uIhEpsui6KiuCII9w26B9/hO239x1Rovj+m+1kYJi19g5jTBvgSWPMLtbakswnGWN6Aj0BGjeO4B9ySaxYVJirY+lSOOYYePNNuP9+OO883xFJBZRrxafEF3urw1rXcXHTTXD88TB8uIoXIad8K0lRURddJPP65MnQpQtsvrm73bSp74gSJ8i/3eYDW2fc3yr1WKazgI4A1trpxpgNgYbAoswnWWsfAh4CaNmypQ0qYJF8iU2FuTp++w0OOQQ+/hieegpOPtl3RFIJ5VrxKT3bItILW18uucSd7nTWWTBkCNSs6TsiqYTyrSRB6Qt5kc/vL7/sjkrdcUd3XKrmC3kRZAHjXWAHY0xTXOHiJOCUUs+ZCxwKDDPG7ARsCCwOMCaRwCW+6yKtTh23//rGG12bnYhIOUYUzaXo2yW0btpAgzmrYu+9oW9fGDQIjPEdjYhIPE4XKa1ZM+jY0c29aNDAdzSJFVgBw1pbbIzpDUzAHZE61Fr7mTFmAPCetXYMcBnwsDHmEtxAzzOstapCSySp6yLlyy9ho42gcWN45BHf0YhIyGUucjWYMwd//OGO7WvXzg1IFhEJidgVLyZPdqfnNWsGo0f7jibxAt0gaa0dhzsaNfOx/hm3ZwFtg4xBpBDUdZHywQeuMt28OUydqiuBIlKmsvZEx2KRWyi//ebmC737LsyZ445KFREJgVgVL6yFa6+Fm29226FPKb2ZQHzQhCeRKtICvJQ334SjjoJNN3WdFypeiEg50vMuWjSqm+yib1UsWuQKxZ984oZ1qnghIiERq+JFSQlceKEbQn/22e5EPQkFFTBEqiB2Q4mq65VX3OT7Jk1g0iTYaivfEYlICKULv+niheZd5GjuXHdE6rx5MGYMdOrkOyIRkfhto16zBs44A0aMgH79YOBAXZgLERUwRHIQuwSdDyUlMGAA7LwzvPoqNGzoOyIRCaGyttpJjh57DBYudIXittqBKyL+xXIb9fvvw3PPucLF5Zf7jkZKUQFDJEuxTNDVtXatO67v5Zdhgw2gbl3fEYlICMWqrdiHdK699lo47TRo2tR3RCIi8cvt6Vy7777wxRew7ba+I5IyqIAhUo7MGRegORfrsNYNNJo+HV56CTbbzHdEIhJi6Vyq/FkFU6fCuefCuHGucKHihYiEQOyKFwsXwpFHuo6LE05Q8SLEVMAQSSmvYNG6aYM/f1XXBW7LyGWXweDB7kpgjRq+IxKRkMqcedG6aQPlz1yNHQsnnuiKFrVq+Y5GRCSe26m//97NF5o/X93EEaAChiSWChZVUFwM55wDw4ZBnz7wn/+ogCEiZdLMi2oaPtwNkdtrL9d9oflCIuJZLLdTf/GFK14sX+7mC+23n++IpBIqYEiilHX0qQoWOTjvPFe8uOEGtxdbE5lFpJRYXp0rtJdegu7d4eCDYfRoqFPHd0QiklBlrZ1jk9cXLID993dzL6ZOhd128x2RZEEFDEkMHX2aB+edB3vuCeef7zsSEQmhWF6d86F9e7jiCrjuOthwQ9/RiEjClHfBL3Z5fYst3Lbo44+H7bf3HY1kSQUMibVYV40L5eef4fnnoVcv18q8116+IxKRkFHXRR6UlMC998JZZ7mOi1tv9R2RiCRM6Vwey6IFuPlC22zjOi6uuMJ3NJIjFTAklhKTgIP2ww9w+OEwZ47bH6iJzCJSirou8qC42BUunngCNtrIzRoSESmQstbNsc3lTzwBPXq4E0dGj/YdjVSBChgSG+W1u8U2AQft669d0WLJEpgwQcULEVmHui7yZOVK6NoVxoyBG2+Es8/2HZGIJEiiitB33w0XXQSHHOIGJUskqYAhsZE+qq9Fo7rxT8BBmzkTOnRwLc1TpsDee/uOSERCQIXiPFu6FLp0cXn2nnugd2/fEYlIwqRzeqyL0Na6AfQ33OBy7tNPa75QhKmAIbEwomguRd8uoXXTBozs1cZ3ONH3xRcusU+YAM2b+45GREJCheI8++kn1+02fDh06+Y7GhFJmMz1c6xzeXExvP22O5r64YdhPf0TOMr0X08irXQLc+c9tvQcUcT99BM0bAgnnQTHHAO1a/uOSERCIJ1r08ULFYqr6eefoUEDtzXvyy+Va0WkoBKzfl6zBlasgPr13byLDTaAGjV8RyXVpP+CElnpPXvpynGsW98KYeRIaNIEpk1z97WgFhHWzbUtGtWN70K3UL7+2p3mdN117r5yrYgUUGLWzytXuuNRO3RwhYyNNlLxIibUgSGRomNRAzJkCJx3HrRr546UEpHE05DOAGTOF+rSxXc0IpIAmWtnSMj6eelS6NwZpk51x1Ovv77viCSPVMCQyCg9JVn7r/PAWhg0CK680h0n9eyzuhooIsD/5l0o1+bJW2/BUUdB3bowcaLmC4lIIMorWLRu2uDPX2Od0xcvhk6d4KOP3HyhU07xHZHkmQoYEnq6ChigV15xxYtTToFhw1ShFhHNuwjCr7+64sXmm8OkSdBYf4eJSDAy8zckoGBR2hlnwGefwahR7uKcxI4KGBJ6ugoYoCOPdNXpk0/WvkARAdZd/GreRZ7Ur++O7dt7b/j7331HIyIxpVP5cEdSz58P++/vOxIJiAoYEmpKxAFYtQouuQT+9S83AV9H94lIinJung0Z4ooXXbu6lmYRkQAk5lSR8nz4obsgd/vtbm277ba+I5IAqYAhoZbew5e4RByU5cvhuONcC/PeeyvBiyRY6X3SQHIXv/lmLQwcCFdd5XLuiSeCMb6jEpEYKj0jLnHdytOmuS169epB376wxRa+I5KAqYAhoZS5B7viUPgZAAAgAElEQVR10wbJSsRBWbLEbRmZMQMee8ztERSRRCq94E1L5OI336x1i+g77nAdbo89puKFiAQmXYhO5Iy4V15xR6U2aeKGI6t4kQgqYEiolG6BSy+mpZr+7//gsMPgq6/ghRd0fJ9IgmUWLxK54A1SSQmccw4MHQq9e8Ndd2m+kIgEJnPbX+Jy+TPPQPfusPvuMH48bLaZ74ikQFTAkNBIfAtckDbZxFWlBw+GQw/1HY2IeKATnQqgRg23iO7fH66/Xp0XIhKoRG+1btjQrWmffdYdTy2JkVUBwxhTC2hsrZ0dcDySQFpUB+iLL2CrrVwBY+JELaYTTHlcdKJTgJYvhx9+gObN4dZblWsTTvlWCilR3RfWwgcfuDlu7du7AobybeJU2tdojDkS+ASYlLq/hzHmpaADk2RId12k299UvMijd96B/faD885z95XgE0t5PNlGFM2l65Dpfx6NOrJXG+XZfFqy5H8L6d9/V65NOOVbkYBY607Qa9kS3nrLPaZ8m0jZdGAMAFoDUwCstTONMdsHGpXEnrouAjZpEhx7rNs2MmCA72jEP+XxhCpra57k0Y8/QocObr7QyJFQu7bviMQ/5VspiMz5F7FXXAw9e7qhyBde6C7QSWJlU8BYY6391axb4bIBxSMxV96QThUv8uiFF+Dkk2GnnWDCBE1kFlAeTxwViQvgm2/ccOTFi90AuUMO8R2RhIPyrQQuszgd+8L0ypVwyinw0ktutlD//uq8SLhsChifG2NOBGoYY5oCfYB3gg1L4khDOgvgjz/g4othn33g5Zdh0019RyThoDyeMJp3UQADBsDSpfD66y7nijjKtxK4RB2dOnasK14MHgwXXeQ7GgmBbAoYvYH+QAnwIjABuCrIoCR+dGxfAVgLG20Er70GW24JG2/sOyIJD+XxBMlsKx7Zq43vcOLHWnf17/77Yf58aNbMd0QSLsq3UhCxH96ZzrUnnAAffgh77OE7IgmJbA4n72Ctvdxau2fq6wqgU9CBSXyoeBEwa+Gqq9xgI2vdYlrFC1mX8ngCpId1Jqat2IeJE+Hgg13nxcYbq3ghZVG+lUCli9SxNn8+tG0L77/v7qt4IRmy6cC4BldBznR1GY+JAP/be52mPdgBWrsWLrgAhgxxw43S1WqRdSmPx5hmCxXI88+7fdgtWrjtenXr+o5Iwkn5VgKTiNkXs2e7+UI//QTLlvmORkKo3AKGMaYD0BHY0hhzZ8a36uLa4kTKlN573aKRW9xpMR2Q1avhtNPc5PsrroBbblHxQtahPB5vKlwU0COPQK9e0KaNmy9Uv77viCRklG8lCIm7KPjxx3D44e7UkSlT3JGpIqVU1IGxCPgUWAl8lvH4MuCKIIOSaEon2XTxQnuvA2QtdO0Ko0bBoEHQr5/viCSclMdjSIWLAnvkETjnHOjY0Z3ypKNSpWzKt5JXpYffp3+Nbb7//HM48EC3PW/KFHeankgZyi1gWGs/BD40xjxlrV1ZwJgkYspbTEuAjIFTT4UjjnALa5EyKI/Hj05z8qB9e7jwQvj3v6FWLd/RSEgp30q+JPYY7O23h27doG9f2GYb39FIiGUzA2NLY8zNQAtgw/SD1lpNrhJAx/UV1MKFMGMGHH00/POfvqOR6FAej7jELmh9WbsWnnzSbdNr0gTuvtt3RBIdyrdSJYntrhs7Flq1gs03h3vv9R2NREA2BYxhwE3Av3FTlM8EbIAxSURoy0iBffedG2q0eDF8+y1suqnviCQ6hqE8Hlnquiiw1auhe3d49llo2BCOOsp3RBItw1C+lRwktnAB8PDDbr5Qz57w4IO+o5GIyKaAUdtaO8EY829r7TfANcaY94BrA45NQqysBbUEaNYsN9RoxQoYP17FC8mV8ngEqevCg99/d91tr74Kt9+u4oVUhfKtZC3RBepBg9wQ+iOOgDvvrPz5IinZFDBWGWNqAN8YY84F5gN1gg1LwihzErIW1AX07rvQqROsvz68+SbsuqvviCR6lMcjJNFX43z69VdXsJg+3Q3uPOss3xFJNCnfSqUSXaC21hUubrsNTj4ZHn/crXFFspRNAeMSYGOgD3AzUA/oEWRQEk6Z20W0oC6g8eOhbl2YNAm22853NBJNyuMRorlCnnz2GXzyids6ohlDUnXKt1KpROf5pUth9Gg47zw386JGDd8RScRUWsCw1halbi4DugMYY7LaL2CM6QjcBdQEHrHWDizjOScC1+P2B35krT0lq8ilYDTrwpPly2GTTeDaa90EfG0bkSqqTh6XwhpRNJeib5fQumkD5dpCSefatm3dfKEGDXxHJBGmfCsVSfSaetUqd4pevXqu061+fXdfJEcVlryMMfsYY7oYYxqm7u9sjHkCKKrodann1gTuww0wagGcbIxpUeo5OwBXAm2ttTsDF1ftx5CgpPfmFX27hBaN6mrWRaE8/jjssAPMnu2Su4oXUkXVyeNSOCOK5tJ1yPQ/90Ir1xbIZ59B8+YwfLi7r+KFVIPyrZQnM8cnck29YgUccwyccYbbQrLppipeSJWV24FhjLkV+CfwEW4A0cvA+cAg4Nws3rsVMNtaOyf1fs8AnYFZGc85B7jPWvsLgLV2UVV+CMm/RO/N823wYLjkEnfiyBZb+I5GIiwPeVwKINFD3HyaMcPNF9pgA9hjD9/RSMQp30p5Ep/jf/kFjjwSiorcqSMqXEg1VbSFpDOwu7X2D2NMA2AesGu6IJGFLVOvSfsBaF3qOc0AjDH/xW0zud5a+2rpNzLG9AR6AjRunKD/4T1JfKL1xVq47jq48Ua3//qpp9zCWqTqcsrjyrWFl5lvVSguoNdeg86dYfPN3Xyhbbf1HZFEn/Kt/EmD71MWLIAOHeDLL+G55+C443xHJDFQUQFjpbX2DwBr7RJjzFc5FC9y+fwdgIOArYA3jTG7Wmt/zXyStfYh4CGAli1b6iztACjRhsDDD7viRY8eMGQIrJfNjF2RCuWUx5VrCy+dd5VvC2jOHHdsX7NmMHEiNGrkOyKJB+VbAf56ITCxFwOtdSc7zZkDr7wC7dv7jkhioqJ/IW1rjHkxddsATTPuY62trIQ2H9g64/5Wqccy/QAUWWvXAN8aY77CFTTezSZ4qb6yjutLbKL17dRTobjYTWVWe53kR3XzuAQoc2Cn8m0BbbstPPAAdOmimReST8q3Caft16UY47ZF16oFrUs34YtUXUUFjNJniN2b43u/C+xgjGmKK1ycBJQ+YWQUcDLwWGrgUTMg310eUg5tFQmBP/6A/v3hmmvcVObzz/cdkcRLdfO4BKD0IjdRg9x8uucet4hu1cp1uonkl/JtgmlNnaGoCN59F3r3hv339x2NxFC5BQxr7WvVeWNrbbExpjcwATffYqi19jNjzADgPWvtmNT3DjfGzALWAn2ttT9X53MlO9p3HQK//eYmMk+bBvvtB8ce6zsiiZnq5nHJPy1yPbDWFYpvugnOPtsVMETyTPk22bQdMGXyZNfd1qgRnHkmbLyx74gkhgLdZG+tHQeMK/VY/4zbFrg09SUFouJFCCxeDB07wscfw4gRKl6IJIByrwclJdCnD9x3H5x1Fjz4oO+IRCQmMufHzVqwVNsBX3wRTj4ZdtwRJkxQ8UICoymBCaMFdAjMnQuHH+5+HT3aDZMTkdjTFboCW7MGzjjDFYn79oVBgzRfSESqraz5cS0a1U32dsChQ+Gcc9w2vVdegU039R2RxFjWBQxjzAbW2lVBBiPB0wI6JNZf302/b9fOdySSIMrj/iX+Cl0hGQMrVsCtt8IVV/iORhJG+Ta+Rs+c/2fHhbYBpqxa5U4ZefFFdV5I4CotYBhjWgGPAvWAxsaY3YGzrbUXBh2c5Ida3EJi9mw3/b5xY/joI6hRw3dEkhDK436lc/CsBUtp0aiu73Di77ffYOVK2Hxzt5hWrpUCUr6Nr9K5fGSvNr5D8stat7bdYQd3gl6vXsq3UhDZ/Cm7GzgK+BnAWvsRcHCQQUn+pLeMpNvcEt/i5subb8Jee8H117v7SvBSWMrjHmUueJV/A7ZoERx8MBx1lJt/oVwrhad8G1PK5RlKSuCCC2CPPeDrr91jyrdSINlsIalhrf3erLtvdG1A8Ugead5FSLzyChx/PDRpAj17+o5Gkkl53ANdrSuwuXPhsMNg3jx1XohPyrcxplyOmy90+unw9NNw+eWw/fa+I5KEyaaAMS/VDmeNMTWBC4Gvgg1LqkvFi5B46ik3RG6PPWD8eGjY0HdEkkzK4wVU1oC3xF+tC9oXX7jixbJlMGkStG3rOyJJLuXbmNE2wAy//w4nnADjxsHAga6AIVJg2RQwzsO1wzUGFgKTU49JiGlYZwgsXOg6Lvbf3502UqeO74gkuZTHCySzeKwBbwVirdt7vWYNTJ0Ku+/uOyJJNuXbGCkrpyfaffe5C3IPPeROHRHxIJsCRrG19qTAI5G8GVE0l6Jvl2hYp2+bbw6vvea6Lzbc0Hc0kmzK4wWi4rEHxrijUn//3Q2TE/FL+TbiMoffpzvplNNTLr0U2rTRKXriVTYbRN81xowzxpxujNEl5JDLrBQnvkrsQ0kJXHaZOw8bYN99VbyQMFAeLwAVjwts7Fi3D3vtWthySxUvJCyUbyNqRNFcug6Zvs7w+9ZNG6h48f330LEjzJ8PNWuqeCHeVdqBYa3dzhizH3AScIMxZibwjLX2mcCjk5xo7oVnxcWunW7YMLjkEt/RiPxJeTx4Kh4X2PDhbr7QnnvC8uVQr57viEQA5dsoS8+50Pa/DJnzhebPd8ViEc+yGtFtrX3bWtsH2AtYCjwVaFSSMxUvPFu50g01GjYMbrgB7rjDd0Qi61AeD47yb4Hdcw907w4HHgivv67ihYSO8m30pDvo0qeMKI8D773n5ril5wu1auU7IhEgiwKGMWYTY0w3Y8xYYAawGNgv8Mgka1o8e1ZcDEceCaNGwd13Q//+bk+2SEgojwdH+bfAbr8d+vSBLl3cEdUajiwho3wbPeqgK0NRERxyCGyyCbz1loYjS6hkM8TzU2AscJu1dlrA8UgWMocLgQYMebfeetC+PZx5Jpx6qu9oRMqiPB4AFS882G8/OPdc14WxXjZLGJGCU76NiNJHXiuPZ9hhB+jUCe68U9tGJHSy+dt/W2ttSeCRSNZKn0WtvXqe/PAD/N//QcuWcOWVvqMRqYjyeJ6peFFAxcUwYYLrdGvb1n2JhJfybURo5kUZXn0VDjoIGjSAkSN9RyNSpnILGMaYO6y1lwEvGGNs6e9ba48LNDIpU+aU+5G92vgOJ7m+/toNNQL46iuoVctvPCJlUB4Pjo5LLZCVK6FrVxgzBj74wA3tFAkh5dtoyOxiTl8M1Ho65a674OKLYcAAuPZa39GIlKuiDox02e3eQgQi2UknXe3R8+ijj6BDB3d036uvqnghYaY8HgAdl1ogS5dC587wxhtw770qXkjYKd9GQGYXc4tGdbWeBrDWDaC/4QY49ljo29d3RCIVKreAYa2dkbq5k7V2nWRsjOkNvBZkYFI+LZo9+u9/XRtznTpuUd28ue+IRMqlPB4MFZIL4Kef3P7rDz90R6Z26+Y7IpEKKd+GW7rzQl0XpZSUuK6Le+5xR1M//LDmC0noZXOMao8yHjsr34FIxUYUzaXrkOnMWrDUdyjJ9sADsPnmrpCh4oVEh/J4nqj7okAmTYJPP3WnO6l4IdGifBsy6ZlF6WNSVXzOMG+eKxJfcgk8+qiKFxIJFc3A6AqcBDQ1xryY8a06wK9BBybryqwaK/F6sHq12yry6KOurXmzzXxHJFIp5fH8U/dFwNK59uSTYf/9YautfEckkhXl23DSwOVyrF4N668P22wDn3wC//gHGOM7KpGsVFRmmwH8DGwF3Jfx+DLgwyCDknVpcKdnQ4bA/ffDlCluKrOKFxIdyuN5pO6LgM2c6fZfDx/uThpR8UKiRfk2ZFS8KMfSpXDMMXDooW5Yp45JlYipaAbGt8C3wOTChSNl0RU/T6yFgQPhqqvc3IuNNvIdkUhOlMfzJ3MhrFwcgLfecnm2Xj1o2NB3NCI5U74Nj/S8i6JvlwAqXqxj8WI3X+ijj6BXL9/RiFRJRVtIplprDzTG/AJkHgdlAGutbRB4dPInXfErMGvh8svh9tvhlFNg2DDXaicSIcrj+aNjUwM0bhwcfzw0buxmX2y9te+IRHKmfBsOmcXm1k0b0HmPLZWz0+bNg8MPh+++c/OFjjzSd0QiVVLRFpKDU7/qUogkz003ueLF+ee7ycw1spl3KxI6yuN5pEJyAIqK3FGpu+3mjqXWFj2JLuVbj9R1UYmVK+Ggg9wJTxMnuhlDIhFV0RaSktTNrYEfrbWrjTHtgN2A4YCOw5D4OussqF0bLr1UQ40kspTH8yNz9oXkWcuWcP31cOGFULeu72hEqkz51h91XWRhww1hwABo0QL23NN3NCLVks1l5VGANcZsBzwG7ACMCDQqAXR0asEtXw633ALFxW4a82WXqXghcaE8XkWafREAa11n2w8/QM2acPXVKl5InCjfFlDpQZ0je7VR8SLTtGnwyivudrduKl5ILGRTwCix1q4BjgPusdZeAmgVVwA6OrWAliyB9u3dNObp031HI5JvyuNVoAn2AbAW+vaFPn3ggQd8RyMSBOXbAtJ8ogq88oqbeXHttbB2re9oRPKmohkYacXGmBOA7kCX1GOaZhig9D6+dPFCR6cGbMECl+C/+gpeeEH7AiWOlMerQAvjPCsudlPvhw51W0ZuvNF3RCJBUL4tEB1tXYERI+D002H33WH8eNftJhIT2RQwegDnA7dZa+cYY5oCTwcbVrKp86KAvvkGDjsMFi1yk/APPdR3RCJBUB7PkRbGebZypTvR6aWX4Lrr3Je26Ek8Kd8GrPTATq2VS7nvPlckPuAAGDNGW/QkdiotYFhrPzXG9AG2N8Y0B2Zba28OPrRkSSdjQJ0XhfTTT66t7vXXoVUr39GIBEJ5PDeaexGAlSthzhwYPBguush3NCKBUb4NlgZ2ZuHzz+Goo2DkSNhoI9/RiORdpQUMY8z+wJPAfNxZ1lsYY7pba/8bdHBJktl1oc6LAvjxRzeos3Vr+PprqFXLd0QigVEez57mXuTZkiXuRKf69WHGDOVaiT3l2+AoP1egpAQWLoRGjeDuu93FufW1c0niKZstJP8BjrDWzgIwxuyES8wtgwwsKTTvwoNJk+DYY+H+++G007SgliRQHs+S5l7k0Y8/uvlCO+/srgQq10oyKN8GQMWLChQXwznnwOTJMHMm/O1vUCObcxpEoimbP9210kkYwFr7OaBVSJ5o3kWBPf88HHkkbLedW1iLJIPyeBY09yKPvvkG2raF77+Hc8/1HY1IISnfBkDF5XKsXAknngjDhsHZZ0ODBr4jEglcNh0YHxhjHgSGp+53Az4MLqTkUedFgTz6KPTsCfvu646Wql/fd0QihaI8noX0AlnF5Gr6+GPo0AHWrHHzhfbZx3dEIoWkfJtnKi6XY9ky6NLF5VnNF5IEyaaAcS7QB+iXuj8NuCewiESC8OmnrjLdsaPrwth4Y98RiRSS8ngFMrfyaYFcTcXF8M9/uiP7XnsNWrTwHZFIoSnf5olOG6nE1VfD1Knw+ONuS7RIQlRYwDDG7ApsB7xkrb2tMCElQ+nZFxKwXXZxR0l16KB92JIoyuOV01a+PFpvPXjmGbcHu0kT39GIFJTybf7otJEs3HgjHHMMtG/vOxKRgip3BoYx5ipgFK71bZIxpkfBokoALZgLYO1a10735pvu/tFHq3ghiaI8Xrl0a3J6K58WyFX0/PNw003u9t57q3ghiaN8m1+ZMy+UmzPMng2nngq//w716ql4IYlUUQdGN2A3a+0KY8xmwDhgaGHCSgbNvgjQ6tWunW7kSHcl8IADfEck4oPyeAUyr/CpkFwNDz/sBnW2aQP9+qlQLEmlfJsnmnlRjo8/dgPoi4vhu++0RU8Sq6ICxipr7QoAa+1iY4zO48kDbR0pgN9/d3uwX30VbrsN+vb1HZGIL8rjpaRzMPDnvmpNta+G226Dyy+HTp1cF4aKF5Jcyrd5ooHKZXj7bXeK3iabwJQpsNNOviMS8aaiAsa2xpgXU7cNsF3Gfay1xwUaWUxp60jAli93gzqnT3dXBc8+23dEIj4pj2covada+6qr6eqr4ZZb4KST3BA5FS8k2ZRv80jdFxkmT3azLrbaCiZNgm228R2RiFcVFTD+Wer+vUEGkiTaOhKg2rVh++3h4ovh+ON9RyPim/J4hsw91VoY58GOO8L558Pdd7tTR0SSTfk2DzK3j0jK1lvD/vvDk0/C3//uOxoR78otYFhrX6vumxtjOgJ3ATWBR6y1A8t53j+B54F9rLXvVfdzw0pJOUDffQc1akDjxjBsmO9oREIhH3k8bnRVr5pWr4YPPoB993VzhnR0nwigfJsv2j6S4c03XeFixx1hwgTf0YiERmD784wxNYH7gE5AC+BkY8xfps0YY+oAFwFFQcUSFkrKAZk1C9q2ha5dwVrf0YhICKULyFINK1a405wOOgh++MF3NCISMxremWHgQDjwQHjiCd+RiIROkAOGWgGzrbVzrLWrgWeAzmU870ZgELAywFi8U1IOyIwZrjpdUgIPPQTG+I5IREJGp43kwS+/wGGHub3Y993n9mKLiOSJ8nSKtW4w8pVXwsknuy8RWUfWBQxjzAY5vveWwLyM+z+kHst8z72Ara21r1Ty2T2NMe8ZY95bvHhxjmGEg7ovAvD663Dooe4c7Lfegl139R2RSKhVlsfjkGvLotkX1fR//+euBL7/Pjz7LJx1lu+IREIvqfm2qpSngbVroWdPd7rTeefB8OEajixShkoLGMaYVsaYT4CvU/d3N8bcU90PTh0vdSdwWWXPtdY+ZK1taa1tudlmm1X3owtO3RcBsNZNwG/SxBUvttvOd0QioZVtHo96rq2I8m81PPoozJkDr7zijqgWkXIp3+ZO6+SUDz5wc9yuucZ1utXQSbwiZanoFJK0u4GjgFEA1tqPjDEHZ/G6+cDWGfe3Sj2WVgfYBXjDuLb/LYAxxphj4jbIU90XeVZS4pL66NGw3nrQQENRRSpR1TwuSZbOtVdeCSecAM2a+Y5IJAqUb3OU+HVyOtfusw988gk0b+47IpFQy6a0V8Na+32px9Zm8bp3gR2MMU2NMbWAk4Ax6W9aa3+z1ja01jax1jYB3gFiV7xIS3xVOV8GD4bOnWHNGneUlIoXItmoah6XpCoqgj32+N8JTypeiGRL+bYKErtO/uUXt0XvhRfcfRUvRCqVTQFjnjGmFWCNMTWNMRcDX1X2ImttMdAbmAB8Djxrrf3MGDPAGHNMtaKOEE2+zxNroX9/uOQStx+wpMR3RCJRUqU8HnUjiubSdch0Zi1Y6juUaJk82c0XWrFCuVYkd4nMt1WV6HXyggWueDFjhobQi+Qgmy0k5+Ha4RoDC4HJqccqZa0dB4wr9Vj/cp57UDbvGTWJb4vLh5ISuOgiuPde6NEDhgxxW0dEJFtVzuNRNnrmfGYtWEqLRnWVg7P14otu6n2zZjBxIjRq5DsikahJZL6tqsSuk+fMcSc7LVzo5gu1b+87IpHIqPRfgdbaRbjtH5IjDSXKk4svdsWLf/3LTWZWlVokJ0nO4y0a1WVkrza+w4iGV15xsy5atXK3tUVPJGdJzrdVlbh18qJF0K4drFwJr70GrVv7jkgkUiotYBhjHgZs6cettT0DiSgmdJ51Hp1+OjRuDJddpuKFSBUkMY9nFpAlS/vv77rdbrwRNt7YdzQikZTEfFtVic3Tm20G558PXbrALrv4jkYkcrLpw5+ccXtD4FhgXjDhxENm8SLR51lXx2+/uYFGPXrA3nu7LxGpqkTlcRWQc2AtPPwwdOsGdevCnXf6jkgk6hKVb6sjcdtHJk92A+h3280dlSoiVZLNFpKRmfeNMU8CbwUWUcSpeJEHixZBx47uKKm2bWHHHX1HJBJpScrjysE5KCmBCy+E+++HVavcbRGpliTl2+pI3Dbr9Hyhgw6CCRN8RyMSadmcQlJaU2DzfAcSB1o458Hcua6N+YsvYMwYFS9EghHLPK4cnIM1a6B7d1e86NcPevf2HZFIXMUy31ZH4rrkhg5184X23hueecZ3NCKRl80MjF/4316+GsAS4Iogg4oiLZzz4Msv3UTmpUvd9Pt27XxHJBILScnj6XZk5eBK/P47nHiiG9Q5cCBcfrnviERiIyn5tjoSlavvvNPNcOvQwW2N1nwhkWqrsIBhjDHA7sD81EMl1tq/DCaShCXjoMyc6a4KvvEG7LGH72hEYiFpeTwx7cjVsXAhfPCBO5K6p+YKiuRL0vJtVSRq68jatTB+vOu+GD4catXyHZFILFRYwLDWWmPMOGutRuRWIFHJOAi//gr160PXrnDEEVCnju+IRGJDeVz+9NtvblBn06au4025ViSvlG8rl4jBnSUlsHy5y7ejR8MGG0DNmr6jEomNbGZgzDTG7Bl4JBGWiGQclLFjoUkTmDrV3deCWiQIsc/j6UKylOP776FVK7j2WndfuVYkKLHPt1WViAt+q1e7U50OO8wNR65dW8ULkTwrtwPDGLOetbYY2BN41xjzDbACMLgi814FijESYp2MgzJ8OJxxBuy5J+y8s+9oRGInKXk8cQPhcvXFF24xvWwZdOrkOxqRWEpKvq2KEUVzGT1z/p9F5tjm6d9/h+OPd9tGBg50nRcikncVbSGZAewFHFOgWCRJ7r3XHdl38MGuvU5XA0WCkIg8rhlEFXj/fXcsdc2artNt9919RyQSV4nIt1UxeuZ8Zi1YSuumDei8x5bxzNO//gpHHQVvvw0PPQTnnOM7IpHYqqiAYQCstd8UKJZIymyHkyxNmuSKF507u+OkNtzQd0QicZWYPK4uuDIsW+Ym32+yif3KhssAACAASURBVMu7O+zgOyKROEtMvs1F5jp5ZK82vsMJTo8eMGOGW9eeeKLvaERiraICxmbGmEvL+6a19s4A4okUtS1XUfv28OijcNppsF6lJ/mKSNUpjydZnTowbJjbprel/o4SCZjybRkSMyfu3/+Gc8+Fww/3HYlI7FU0xLMmsAlQp5yvxFPbcg6Ki9052HPmgDGuUq3ihUjQYp/HNbyzDMOHw8iR7vZRR6l4IVIYsc+3uRhRNJeuQ6b/uXUkluvkzz+Hyy93p45su62KFyIFUtG/IBdYawcULJKIScQk5XxZuRJOOsnNumjaFHr39h2RSFLEPo8n5upetu65B/r0cXMvTjzRFYxFpBBin2+zldmhnJ57ETvvvuuGIq+3ntsWvdVWviMSSYxKZ2BI2bRoztKyZW7WxZQpbmGt4oVIIcU2j6en2sf66l4urIUBA+D666FLF3j6aRUvRApL/8OxbvEith3KU6bAMcdAw4ZuvpCKFyIFVVEB49CCRREx6r7I0s8/u6uAH37oWpq7dfMdkUjSxDKPJ+LqXi6shYsvhrvvdkdTP/ywtuiJFF4s822uYr+9eswY19223XYwcaK26Il4UO4Kx1qrTcXlUPdFljbYADbeGF56CY4+2nc0IokTxzyeiKt7uTLGneZ08cVwxx1Qo6LxViIShDjm26qK9QW+jTaCVq3c2vZvf/MdjUgi6RJNFcU6OVfXnDnw97+7o/umTFEbs4jkTeyv7uVi5UqYOxeaNYOBA91jyrci4klmh3LsfPIJ7LorHHaYO01PuVbEG12mkfyaORPatIFzznH3leBFJE+0fS/D0qVugNyBB7pZQ8Yo34qIV7HsULbWzRbafXd44w33mHKtiFfqwJD8eestd2Rf3bpw3XW+oxGRGMncOhKrxXFV/PSTK158+CE8/jjUSdwJjSISUrEqMJeUuK1599wDZ54J7dr5jkhEUAdGztJXAKWU8ePd+debb+4KGc2b+45IRGJCcy8yzJsH++8Pn34Ko0ZpOLKISBDWrIHTT3fFi0svhUcf1XBkkZBQASNHsWyPq65Vq+Dcc2GnnWDaNGic4H9ciEjeae5FhhtugB9/hAkTXMebiEgIxO4C38svuxP0br4Z/v1vbRsRCRGVEqsgVu1x1WWtO21kwgRo1Ajq1fMdkYjEUOLzrrVuAX3XXa6leZddfEckIvKn2FzgS+faY4+FoiJ34oiIhIo6MKRqrIVbboG+fd3t5s1VvBARCcK0aW7y/bJl7mhqFS9EJERiM2B58WI45BD44AN3X8ULkVBSAUNyZy306wdXXw0LFrghRyIikn/jxrn5Qj/84E4eEREJmVh0X8yd6+YLvfMOLFzoOxoRqYAKGDmI3f6+qiguhrPPdvsBL7gAnnwSatb0HZWISPw8/TR07gwtWrgujC0j/I8DEYmlWHRffPmlO2FkwQKYONGd8iQioaUCRg5iUWGurtNPh6FD4dpr3WTmGvojJCKSd8OHuxNG2raFKVNgs818RyQi8heRXxvPnu06L1auhDfecLdFJNT0r88cRbrCnA/HHQf/+Q8MGKCJzCISuMR2vrVrB2ed5Y6orlvXdzQiIuWK9Np4m23cwM633oI99/QdjYhkQQUMqdySJW4RDfDPf7oJ+CIiBRD5q3u5sNZtGykpgSZN4OGHYaONfEclIhI/kybBokWw/vowZAg0a+Y7IhHJkgoYUrEff4QDDoATToCffvIdjYgkSCz2VmeruNh1XJxyCrz0ku9oREQqFdkOuREj4Igj4IorfEciIlWgAoaU75tvXBvz99/D6NHQsKHviEQkQRLTfbFqFXTtCo89Bv37u616IiIhF8kcfd99cOqpbr7Q4MG+oxGRKljPdwASUp984o7uW70aXntNZ2GLiBex775Yvhy6dHF5dvBguOgi3xGJiFQqch1y1sLNN7sh9MccA888oy16IhGlDowsjCiaS9ch05m1YKnvUApn9Gh3POq0aSpeiEjBRbY1OVeffgrvvAOPP67ihYhERuS6L5YvhyefhO7d4YUXVLwQiTB1YGRh9Mz5zFqwlBaN6kYnUVfVH3+4pH711dCrl47uExEvIrc4zlU61+67L3z7rXKtiEROJLoviotd90WdOvDf/0KDBlBD129Fokz/B2epRaO6jOzVJvyJujqefx522AG+/todkaoFtYh4ELnW5Fx98w3ssou7GgjKtSIiQVi50g2hP/10V8Ro2FDFC5EY0P/F4jzyiBsi16SJFtMi4lWsuy8+/tgNR/7tN9hpJ9/RiIjkLBJb/JYtgyOPhFGjXKebMb4jEpE8UQGjEpFI0tV1++1wzjluaOfEiVC/vu+IRCThYtl98fbbcOCB/5sv1LKl74hERHIyomguV730CRDiIvPPP8Ohh8LUqfDEE9Cnj++IRCSPVMCoRKyvBIJL7P36ue6L0aOhdm3fEYmIxM/cuXDYYa6F+b//VfeFiEROZvHilmN3DWeR2Vo4+mjX7fbSS25op4jEioZ4ZiGWVwLTjj8efvrJTb+vWdN3NCKScJnzL2KlcWO48053ZOrmm/uORkQkZ+mLeqEtXoDbKjJwIJSUwEEH+Y5GRAKgDowkWr0arrnG7cGuXRsuvVTFCxEJhdh1vQ0dCu++62736qXihYhEUuiHK3/8MTzwgLt9wAEqXojEWKAFDGNMR2PMl8aY2caYK8r4/qXGmFnGmI+NMa8ZY7YJMh4BVqyAzp3h5pth/Hjf0YiI/EVoF8i5GjQIzjoL7rrLdyQiItUS6uLyf//riha33uqGd4pIrAVWwDDG1ATuA/6fvTuPt6oqHz/+WYKAEyaIxqRQoImoqCiapZYTTuBAgOWcY5pD5lDOfi2n1J/zbFomUiqiqeAEKqYo5qxoigSoiYqEiijK+v2xzqXL9cI9l3vO2Wf4vF+v8+KcffbZ+9lceNg8Z61n7Qj0AfYKIfRpsNtzQP8Y4/rA7cD5xYpHwMcf/69R53XXwfDhWUckSQtVTdPkGOHEE+Gkk1KevfHGrCOSpBYry+LymDGpv9Bqq6XmyCutlHVEkoqsmCMwNgXejDFOiTF+CdwGDK6/Q4xxXIxxbu7lU0C3IsZT2/7znzSc7plnYORIOOigrCOSpEWU9Td8+fr66zRV5Pzz4bDD4JZboE2brKOSpOozcmRq2Ln22jBhAqzpQG6pFhSzgNEVmF7v9YzctsX5OdDonIYQwiEhhEkhhEkffPBBAUOsIV9+mR733psad0pSA+WQa8vyG77miBHefx9++1u48kr7C0lqVDnk23yV7ei4WbNg881h/Pg0AkNSTSiLJp4hhL2B/sAFjb0fY7w2xtg/xti/U6dOpQ2u0k2bljoxr7EGvPRSGmYnSY0w17bAZ5/BzJnQujXccUfqMxRC1lFJKlOVlG/LbnTc1Knp18MPh0cegZVXzjQcSaVVzALGO0D3eq+75bYtIoSwLXAyMCjG+EUR42m2sq045+vpp2HDDeG009Lr1q6aK0kFV9dfaMcd0xQSc62kKlMWo+NihBNOgL59YfLktM18K9WcYv6tfwboHULoSSpcDAd+Wn+HEMKGwDXAwBjjzCLGslTKruLcHA8/nFYbWX11OPDArKORpOr03nuwww7w+uswYoRTRiSpGOr6C91wA/ziF7DWWllHJCkjRRuBEWP8CjgSGAu8Bvw1xvhKCOGsEMKg3G4XACsCfwshPB9CuLtY8Sytsqg4N9eoUbDTTtCzZ2pq9J3vZB2RJFWft9+GH/4QpkxJ/YX22CPriCSpoMpiNPIXX6QVnW64AU45BS6/HJYpi1nwkjJQ1HFXMcb7gPsabDut3vNti3n+mvThh7DPPrDRRumGukOHrCOSpCbV3SQP6FlBOeuQQ1ITuYcfhgEDso5GkgquLEYjX3UV3H47XHQRHHtsdnFIKgtOHKs2q64KY8fCBhvAiitmHY0k5aUsbpKb649/hNmz03xsSaoy9QvLmY5GPvLIlGe39XtPSWWyColaKEY4/fR0Mw2wxRYWLyRVnMxvkvPx8MPw85+n+djdulm8kFS1Mi0sv/de6uX27rupUafFC0k5FjAq3YIFcNRRcNZZ8NRTWUcjSdXrzjtTf6Gnn04jLySpymVSWJ4yBX7wg1Qwfuut0p5bUtmzgFHJ5s+HffdNzYyOPx6uvjrriCSp2cqiSVxT/vhH+MlPYOON4bHHoGPHrCOSpKLJLC+//HIqXsyeDY88kholS1I9FjAq1ddfp473f/kLnHMOnH8+hJB1VJLUbGXf/+KKK9Jy1NtuCw8+CKusknVEklRUmeTl556DLbdM97OPPQabblq6c0uqGBYwKlWrVrDZZmnUxUknZR2NJLVIWfe/6NcvjXa7+25YYYWso5Gkkih5Xl5zzVTAmDAB1l23dOeVVFEsYFSamTPh2WfT85NPhkMPzTYeSapGCxbAAw+k51tsATffDG3bZhuTJJVAyaePjBsH8+ZBhw5w113Qs2fpzi2p4ljAqCTTpqW5gIMHp0QvSSq8+fNh771hhx1g4sSso5Gkkirp9JEbb0zT837/++KfS1JVsICxGGXXVG7y5PQt4Pvvw223Qbt2WUckSdVn7lzYbTcYMQLOPRcGDMg6Ikkqmbr735JMH7nwwrQs9XbbwYknFvdckqpG66wDKFdl1VTu2Wdh4EBYZhkYPz7Nx5YkFdbs2bDrrvDEE3DNNXDIIVlHJEklc+vEafx21EtAke9/Y4RTTkmjLoYOhT//Gdq0Kd75JFUVCxhLUDZN5S69NDWOe/BB6N0762gkqTo98ECaMjJiBAwblnU0klRSdV/e/X739Yp7//vOO3DVValIfOWVqTG9JOXJAkY5++oraN06fRP48cfQuXPWEUlS9anLtUOHpmX7evTIOiJJKqmSTB356qtUrOjWLS2ZusYaaclUSWoGe2CUq1tuSTfSs2alfhcWLySp8F57LS3X98QT6bXFC0k1qOhTp+fOhUGD4He/S6/XXNPihaSlYgGjHF1+OeyzD3zrW7DssllHI0nVadKktLLTf/8LK66YdTSSlImij76YPRu23x7GjIHVVy/88SXVFAsY5SRGOOss+OUv01Kp990HK62UdVSSVDSZrfg0fjz86Ecpx06YABtsUPoYJKkMFHX0xfvvw9Zbw9NPp1X0Dj648OeQVFPsgVFOLrwQTj8d9tsPrr8+zcmWpCqWyYpPzz2XVnb67ndT486uZbDalCRloKijL778MhUvpk2De+6BHXYo7PEl1ST/h1xOfvpTmDcPfvvbtGSqJNWAkq/4tP76cOKJcNRR0LFj6c4rSWWk6MumtmkDv/kN9OoF3/9+4Y8vqSb5v+SszZuXRl589RV06ZLWxbZ4IUmFd8MNMGNG6oJ/5pkWLyTVrPrFi4IvmzppUpoGDbDvvhYvJBWU/1PO0iefwE47wa9/DY8+mnU0klSdYkwFi4MOgosvzjoaScpc3fS9ghcvxo1L/YWOPz59OSdJBeYUkqx8+CHsuGOai33LLbDNNllHJEnVZ8ECOPZYuPRS2H9/OO+8rCOSpLJQ8Ol7o0fDsGFpysgDD9jLTVJROAIjCzNmwJZbwssvw6hR8LOfZR2RJFWf+fNT0eLSS1MR44YbvKGWpGL4059gzz3Tik6PPpqmRUtSEXgnl4V33klrYo8ZA1ttlXU0klSd5s6FF16As89OzZFDyDoiSapOTz+dVhy56y5YccWso5FUxSxglNIHH0CnTjBgALz1Fiy3XNYRSVL1mTMndb9feWV46ilzrSQVQ4xpSnSnTmmk2/z50LZt1lFJqnJOISmVCROgd2+46ab02htqSSq8Dz6AH/8Y9t47vTbXStIibp04jYlvz2rZQRYsgKOPho02gpkz0wp6Fi8klYAFjFK47z7YfntYffV0Yy1JKrzp01N/oVdegQMOyDoaSSpLdSuQDO7XdekOMH8+7LcfXHYZDB2aRmBIUolYwCi2ESNg8GD43vfg8cdhjQJ2e5YkJW+8AVtsAe++C2PHws47Zx2RJJWtpV6B5PPPYY890gp6v/sd/OEP9heSVFL2wCim119Pw5h/8AO4++40H1uSVFhffw277Qbz5sH48bDhhllHJEnV6dRT4d574cor4fDDs45GUg2ygFFMa68Nf/sb7Lij87AlqVhatUpL+K20Usq7kqTiOPXUtNrILrtkHYmkGuUUkkKLMS3X99hj6fUee1i8kKRiuO8++P3v0/P+/S1eSFIxTJ8OBx6YlqZeeWWLF5IyZQGjkL76Cg46CM45Jw2vkyQVR11/oTvvTFNHJEmF9/rrqb/QHXekXkOSlDELGIXyxRcwbBjceCOcdhqce27WEUlSdbrySvjZz9JN9SOPQLt2WUckSdXnn/+EH/4w3eOOHw/9+mUdkSRZwCiIuXPTcLo774SLL4Yzz7QjsyQVwznnwBFHpJx7//3Qvn3WEUlS9ZkwIfW6WG65tIqezZEllQkLGIXQrh107gw33QTHHJN1NJJUvbp2hX33TcOZ7S8kScXRqVMqWjzxBKy1VtbRSNJCrkLSEu+9l/pedO8ON9/sqAtJKoavvoIXXoCNN07Fi332Md9KUjE8/TRssklqijx+vLlWUtlxBMbSeuutNP96jz3SyiMmeEkqvHnzYOjQlG+nTk3bzLeStFRunTiNiW/PavzNK66AzTaDG25Ir821ksqQIzCWxksvwfbbw/z5MHKkCV6SiuGTT2D33eHhh+H//T/o0SPriCSpoo1+/h0ABvfr+r+NMcLvfgenngqDBsHee2cUnSQ1zQJGcz35JOy0E6ywQrqp7tMn64gkqfp89FHKtc8+m6bo7btv1hFJUkWrG30xoGcHfjpgjbRxwQL49a9TE/p9902jL1r73wNJ5csM1RwxwgknwKqrwoMP+m2gJBXLddelvhd33pm+EZQktUijoy9eeAEuuwyOOioVMZZxdrmk8mYBI191fS7uuCNVq7/97awjkqTqU5drTzghLZXat2/WEUlS1Vg4+qIu1264IfzznynXOiVaUgWwzJqP66+H3XZLPS9WW83ihSQVw4svpu73U6embwEtXkhS4X3yCeywQ/pSDmC99SxeSKoYRS1ghBAGhhBeDyG8GUI4qZH324YQRubenxhC6FHMeJbKBRfAwQfDl1+mAoYkqfD+8Q/Yaiv4z3/SyiOSpIJb8dP/wjbbwCOPwOefZx2OJDVb0QoYIYRWwBXAjkAfYK8QQsOOlz8HPo4x9gIuBs4rVjzNFiN7jboqDWMeNgxGj4bll886KkmqOhu88hRsuy106gRPPAHf+17WIUlS1Vnl4w8448JfpNFuo0a52oikilTMERibAm/GGKfEGL8EbgMGN9hnMHBz7vntwDYhlMcYtr3uuordxv4ZDjsM/vIXaNMm65Akqeqs99oznHDlCbD22vD447DmmlmHJElV57xb/8Ep5xxMx4/fhzFjYNddsw5JkpZKMQsYXYHp9V7PyG1rdJ8Y41fAf4GODQ8UQjgkhDAphDDpgw8+KFK4i5q5w66M3+sXcOWV0KpVSc4pSVnKIte22nwAz+0wBMaNg9VXL8k5JSlrpc6381Zsz5Nb7spjV42Erbcu+vkkqVhCjLE4Bw5hCDAwxnhQ7vU+wIAY45H19nk5t8+M3Ou3cvt8uLjj9u/fP06aNKkoMUtSuQohPBtj7F+q85lrJdWiUudaMN9Kqk1Lm2+LuYzqO0D3eq+75bY1ts+MEEJrYGXgoyLGJKkR8+fPZ8aMGcyzeWLm2rVrR7du3Vh22WWzDkVSgZlry4e5Vqpe5tryUuh8W8wCxjNA7xBCT1KhYjjw0wb73A3sBzwJDAEeicUaEiJpsWbMmMFKK61Ejx49KJM2NDUpxshHH33EjBkz6NmzZ9bhSCowc215MNdK1c1cWz6KkW+L1gMj19PiSGAs8Brw1xjjKyGEs0IIg3K73QB0DCG8CfwK+MZSq5KKb968eXTs2NEkn7EQAh07dvQbA6lKmWvLg7lWqm7m2vJRjHxbzBEYxBjvA+5rsO20es/nAT8pZgyS8mOSLw/+HKTq5t/x8uDPQapu/h0vH4X+WRRzFRJJkiRJkqSCsIAhqWzcddddhBCYPHnywm3jx49nl112WWS//fffn9tvvx1IjZpOOukkevfuzUYbbcTmm2/O/fff3+JYzjnnHHr16sXaa6/N2LFjG93nhz/8If369aNfv3506dKF3XbbDYDRo0ez/vrr069fP/r378+ECRMWfubmm2+md+/e9O7dm5tvvrnFcUpSc1V7rv33v//NRhttRL9+/Vh33XW5+uqrWxynJDVXpeXaGCMnn3wya621Fuussw6XXnopABdccMHCHNy3b19atWrFrFmzABgzZgxrr702vXr14txzz21xnPko6hQSSWqOESNG8IMf/IARI0Zw5pln5vWZU089lffee4+XX36Ztm3b8v777/Poo4+2KI5XX32V2267jVdeeYV3332XbbfdljfeeINWrVotst/jjz++8Pmee+7J4MGDAdhmm20YNGgQIQRefPFFhg4dyuTJk5k1axZnnnkmkyZNIoTAxhtvzKBBg1hllVVaFK8kNUe159rOnTvz5JNP0rZtWz799FP69u3LoEGD6NKlS4vilaTmqLRce9NNNzF9+nQmT57MMsssw8yZMwE4/vjjOf744wG45557uPjii+nQoQNff/01RxxxBA8++CDdunVjk002YdCgQfTp06dF8TbFERiSysKnn37KhAkTuOGGG7jtttvy+szcuXO57rrruOyyy2jbti0Aq6++OkOHDm1RLKNHj2b48OG0bduWnj170qtXL55++unF7j9nzhweeeSRhd8Krrjiigvn+3322WcLn48dO5btttuODh06sMoqq7DddtsxZsyYFsUqSc1RC7m2TZs2C+P84osvWLBgQYvilKTmqsRce9VVV3HaaaexzDKpRLDaaqt9Y58RI0aw1157AfD000/Tq1cvvvOd79CmTRuGDx/O6NGjWxRrPhyBIWkRZ97zCq++O6egx+zTpT2n77ruEvcZPXo0AwcOZK211qJjx448++yzbLzxxkv8zJtvvskaa6xB+/btm4zh2GOPZdy4cd/YPnz4cE46adEFkN555x0222yzha+7devGO++8s9hj33XXXWyzzTaLxDFq1Ch+85vfMHPmTO69996Fx+3evXvex5VUvcy1xcu1ANOnT2fnnXfmzTff5IILLnD0hVSjzLX559q33nqLkSNHMmrUKDp16sSll15K7969F74/d+5cxowZw+WXX77wuA3vaydOnNhk7C1lAUNSWRgxYgRHH300kJLviBEj2HjjjRfbubi5HY0vvvjiFse4OCNGjOCggw5aZNvuu+/O7rvvzmOPPcapp57KQw89VLTzS1K+aiXXdu/enRdffJF3332X3XbbjSFDhrD66qsXLTZJqq8Sc+0XX3xBu3btmDRpEnfeeScHHnjgIlP47rnnHrbYYgs6dOhQ8HM3hwUMSYtoqqJcDLNmzeKRRx7hpZdeIoTA119/TQiBCy64gI4dO/Lxxx9/Y/9VV12VXr16MW3aNObMmdNktbo5lequXbsyffr0ha9nzJhB165dGz3uhx9+yNNPP82oUaMafX/LLbdkypQpfPjhh3Tt2pXx48cvctytt956iXFLqk7m2uLl2lVXXXXh9i5dutC3b18ef/xxhgwZssTYJVUfc23+ubZbt27sscceQCoOH3DAAYu8f9ttty2cPtKc4xZcjLGiHhtvvHGUVFivvvpqpue/5ppr4iGHHLLIti233DI++uijcd68ebFHjx4LY5w6dWpcY4014uzZs2OMMR5//PFx//33j1988UWMMcaZM2fGv/71ry2K5+WXX47rr79+nDdvXpwyZUrs2bNn/Oqrrxrd96qrror77rvvItv+9a9/xQULFsQYY3z22Wdjly5d4oIFC+JHH30Ue/ToEWfNmhVnzZoVe/ToET/66KNvHLOxnwcwKZprpYpmrl1UsXLt9OnT49y5c2OMMc6aNSv27t07vvjii984Zjnk2mi+lQrOXLuofHPtiSeeGG+44YYYY4zjxo2L/fv3X/je7Nmz4yqrrBI//fTThdvmz58fe/bsGadMmRK/+OKLuP7668eXX3650RgKmW9t4ikpcyNGjGD33XdfZNuee+7JiBEjaNu2LbfccgsHHHAA/fr1Y8iQIVx//fWsvPLKAJx99tl06tSJPn360LdvX3bZZZe85g4uybrrrsvQoUPp06cPAwcO5IorrljYqXmnnXbi3XffXbhvw2o0wB133EHfvn3p168fRxxxBCNHjiSEQIcOHTj11FPZZJNN2GSTTTjttNMyH4YnqXbUSq597bXXGDBgABtssAFbbbUVv/71r1lvvfVaFKsk5atSc+1JJ53EHXfcwXrrrcdvfvMbrr/++oXHGDVqFNtvvz0rrLDCwm2tW7fm8ssvZ4cddmCdddZh6NChrLtu8Ue8hFT8qBz9+/ePkyZNyjoMqaq89tprrLPOOlmHoZzGfh4hhGdjjP1LFYO5Vio8c215KYdcC+ZbqdDMteWnkPnWERiSJEmSJKnsWcCQJEmSJEllzwKGJCA19FX2/DlI1c2/4+XBn4NU3fw7Xj4K/bOwgCGJdu3a8dFHH5nsMxZj5KOPPqJdu3ZZhyKpCMy15cFcK1U3c235KEa+bV2wI0mqWN26dWPGjBl88MEHWYdS89q1a0e3bt2yDkNSEZhry4e5Vqpe5tryUuh8awFDEssuuyw9e/bMOgxJqmrmWkkqPnNtdXMKiSRJkiRJKnsWMCRJkiRJUtmzgCFJkiRJkspeqLTurCGED4B/l+h0qwIfluhcpeI1VQavqTKU8prWjDF2KtG5zLUt5zVVhmq8JqjO6yrVNZU010JJ861/LipHNV6X11QZyv7etuIKGKUUQpgUY+yfdRyF5DVVBq+pMlTjNWWhGn8fvabKUI3XsC7JHAAAIABJREFUBNV5XdV4TaVWjb+H1XhNUJ3X5TVVhkq4JqeQSJIkSZKksmcBQ5IkSZIklT0LGEt2bdYBFIHXVBm8pspQjdeUhWr8ffSaKkM1XhNU53VV4zWVWjX+HlbjNUF1XpfXVBnK/prsgSFJkiRJksqeIzAkSZIkSVLZs4AhSZIkSZLKXs0XMEIIA0MIr4cQ3gwhnNTI+21DCCNz708MIfQofZTNl8d1/SqE8GoI4cUQwsMhhDWziLM5mrqmevvtGUKIIYSyXgII8rumEMLQ3M/qlRDCraWOsbny+LO3RghhXAjhudyfv52yiLM5Qgg3hhBmhhBeXsz7IYRwae6aXwwhbFTqGCtBNeZbc625NivmWnPt4phrzbVZqcZcC9WXbys+18YYa/YBtALeAr4DtAFeAPo02OcXwNW558OBkVnHXaDr+hGwfO754eV+XflcU26/lYDHgKeA/lnHXYCfU2/gOWCV3OvVso67ANd0LXB47nkfYGrWcedxXVsCGwEvL+b9nYD7gQBsBkzMOuZye1RjvjXXmmvL/JrMtTX4MNeaa8v5miot1zbjuioq31Z6rq31ERibAm/GGKfEGL8EbgMGN9hnMHBz7vntwDYhhFDCGJdGk9cVYxwXY5ybe/kU0K3EMTZXPj8rgP8DzgPmlTK4pZTPNR0MXBFj/BggxjizxDE2Vz7XFIH2uecrA++WML6lEmN8DJi1hF0GA3+KyVPAt0IInUsTXcWoxnxrrjXXZsVca65dHHOtuTYr1ZhroQrzbaXn2lovYHQFptd7PSO3rdF9YoxfAf8FOpYkuqWXz3XV93NSla2cNXlNueFN3WOM95YysBbI5+e0FrBWCOGJEMJTIYSBJYtu6eRzTWcAe4cQZgD3Ab8sTWhF1dy/c7WoGvOtubYymGvNtbXEXGuuzUo15lqozXxb1rm2ddYBKFshhL2B/sBWWcfSEiGEZYCLgP0zDqXQWpOG221N+jbhsRDCejHG2ZlG1TJ7ATfFGC8MIWwO/DmE0DfGuCDrwKRiMdeWPXOtVAXMtWWvGnMtmG9LqtZHYLwDdK/3ultuW6P7hBBak4YFfVSS6JZePtdFCGFb4GRgUIzxixLFtrSauqaVgL7A+BDCVNJ8rbvLvOFRPj+nGcDdMcb5Mca3gTdIib9c5XNNPwf+ChBjfBJoB6xakuiKJ6+/czWuGvOtudZcmxVzbWKu/SZzrbk2K9WYa6E2821Z59paL2A8A/QOIfQMIbQhNTK6u8E+dwP75Z4PAR6Jue4mZazJ6wohbAhcQ0rylTD/bInXFGP8b4xx1RhjjxhjD9L8x0ExxknZhJuXfP783UWqUhNCWJU09G5KKYNspnyuaRqwDUAIYR1Skv+gpFEW3t3AvrmuzZsB/40xvpd1UGWmGvOtudZcmxVzrbl2ccy15tqsVGOuhdrMt+Wda5vT8bMaH6Quq2+QusuenNt2FilJQPoD+DfgTeBp4DtZx1yg63oIeB94Pve4O+uYW3pNDfYdT5l3a87z5xRIQwhfBV4ChmcdcwGuqQ/wBKmL8/PA9lnHnMc1jQDeA+aTvj34OXAYcFi9n9MVuWt+qRL+7JXpn42Ky7fmWnNtGV+TubZGH+Zac225XlMl5to8r6ui8m2l59qQC1KSJEmSJKls1foUEkmSJEmSVAEsYEiSJEmSpLJnAUOSJEmSJJU9CxiSJEmSJKnsWcCQJEmSJEllzwKGSi6E8HUI4fl6jx5L2LdHCOHlApxzfAjh9RDCCyGEJ0IIay/FMQ4LIeybe75/CKFLvfeuDyH0KXCcz4QQ+uXxmWNCCMu39NySqo/5Nu84zbeSlpq5Nu84zbVqMQsYysLnMcZ+9R5TS3Ten8UYNwBuBi5o7odjjFfHGP+Ue7k/0KXeewfFGF8tSJT/i/NK8ovzGMAkL6kx5tslM99KKgRz7ZKZa1UwFjBUFnLV6MdDCP/MPb7fyD7rhhCezlW2Xwwh9M5t37ve9mtCCK2aON1jQK/cZ7cJITwXQngphHBjCKFtbvu5IYRXc+f5Q27bGSGEX4cQhgD9gb/kzrlcrrrcP1fJXpiYc9Xsy5cyzieBrvWOdVUIYVII4ZUQwpm5bUeR/rEZF0IYl9u2fQjhydzv499CCCs2cR5JNcR82yjzraSCMtc2ylyrFrOAoSwsF/43xG5UbttMYLsY40bAMODSRj53GHBJjLEfKcnOCCGsk9t/i9z2r4GfNXH+XYGXQgjtgJuAYTHG9YDWwOEhhI7A7sC6Mcb1gbPrfzjGeDswiVRN7hdj/Lze23fkPltnGHDbUsY5ELir3uuTY4z9gfWBrUII68cYLwXeBX4UY/xRCGFV4BRg29zv5STgV02cR1L1Mt+abyUVn7nWXKsSaZ11AKpJn+cSXX3LApeHNC/ua2CtRj73JHByCKEbcGeM8V8hhG2AjYFnQggAy5H+wWjMX0IInwNTgV8CawNvxxjfyL1/M3AEcDkwD7ghhPB34O/5XliM8YMQwpQQwmbAv4DvAU/kjtucONsAKwL1f5+GhhAOIf297Qz0AV5s8NnNctufyJ2nDen3TVJtMt+abyUVn7nWXKsSsYChcnEs8D6wAWlk0LyGO8QYbw0hTAR2Bu4LIRwKBODmGONv8jjHz2KMk+pehBA6NLZTjPGrEMKmwDbAEOBI4MfNuJbbgKHAZGBUjDGGlHHzjhN4ljRH8DJgjxBCT+DXwCYxxo9DCDcB7Rr5bAAejDHu1Yx4JdUW8229ODHfSioOc229ODHXqkCcQqJysTLwXoxxAbAP8I05dCGE7wBTckPLRpOGmz0MDAkhrJbbp0MIYc08z/k60COE0Cv3eh/g0dy8upVjjPeR/vHZoJHPfgKstJjjjgIGA3uREj7NjTPGGIFTgc1CCN8D2gOfAf8NIawO7LiYWJ4Ctqi7phDCCiGExir+kmqX+bYe862kIjHX1mOuVaFYwFC5uBLYL4TwAmlo2meN7DMUeDmE8DzQF/hTrjvyKcADIYQXgQdJQ9CaFGOcBxwA/C2E8BKwALialDD/njveBBqfZ3cTcHVuruNyDY77MfAasGaM8enctmbHmZt/eCFwfIzxBeA5UuX7VtLQvTrXAmNCCONijB+QukiPyJ3nSdLvpyTVMd9+Mz7zraRCM9d+Mz5zrVospGKYJEmSJElS+XIEhiRJkiRJKnsWMCRJkiRJUtmzgCFJkiRJksqeBQxJkiRJklT2LGBIkiRJkqSyZwFDkiRJkiSVPQsYkiRJkiSp7FnAkCRJkiRJZc8ChiRJkiRJKnsWMCRJkiRJUtmzgCFJkiRJksqeBQxJkiRJklT2LGCoLIQQxocQYu5xTG7bTSGEm3LPp4YQ9q+3/9R6++/W4DhnNDj2MiGEg0II/wghzAkhzAshvBxCODOE8K3cPj1yx+pR73Ox3qNvE/GHEMJvQwjTQwifhxAeCyH0y+O6twshjKh3PWc0ss/WIYSYe35GCGF8w/dyjw+bOp8kLUkV5OJfhBDuDSF8lNt/60b2WZhHG8aZe6/uXLfn+/smSYtTC3k1t1+fEMLDIYS5IYR3QwhnhRBaNdgn5u5dF97bLk1Mqm0WMFROxgGbA7fluf+tuf0fXdwOIYRlgJHA5cCTwFBgR+BGYF/g9CUcf3PgiDxjOQk4FTgP2BX4FHgohPDtJj43EFgfeBiYm+e56vtnLs4bluKzktSYSs7F+wIdgLF57t/Q9bnzPbeUn5ekxlR1Xg0hrAI8BERgMHAWcBxwZp7naG5MqmGtsw5AqmdWjPGpZuz/Xh77HwHsAewQY3yo3vZxIYQrgS0W98EY41MhhHZNBZHb5yTgnBjj5bltTwJTgSOBU5bw8eNjjMflPjO4qXM1EuMc4KkQwsDmflaSFqMic3HO92OMC3Lf3u2V52fqn2sGMCOEMKe5n5WkJaj2vHoYsBywR+7e9MEQQnvgjBDC+bltS9TMmFTDHIGhancscFeDxA5AjHFejPHhApzj+0B74K/1jv0ZcA+pEr5YMcYFBTi/JJW7UuRic6qkWlJOeXVHYGyDQsVtpKLGVoWIQ6rjCAyVrRjj/vWe98jzM1vXPQ8hdAd6Aufk8bmpQMjnHHVzp+ud63vA18C/Guz6GjAsn2M2Edv4uthijGe09HiS1BwVlIvzUj+PNvezklQI1ZZXSffCjzQ477QQwtzce/fkttWPI6+YpIYcgaFq1jX367QCH/fr3KPOKsCnMcavG+z3MbB8CKFNgc8vSZWkVLlYkmpFueXVVYDZjWz/OPeeVDCOwFAtiE3v0oyDxbhNIY8nSTXCXCxJhWVeVc1xBIaq2Tu5X9co8nk+BlZsuFQUqeI8N8b4ZZHPL0nlrFS5WJJqRbnl1Y+BlRvZvkruPalgLGCoasUYpwNTgB2KfKrJQCugV4Pt38u9J0k1q4S5WJJqQhnm1cmk+96Fcn06lsd7YRWYBQxVu/8H7BFC+FHDN0II7UIIPy7AOf4BzAF+Uu/YywO7AvcX4PiSVOlKkYslqZaUU169H9ghhLBSvW3DgM+BR0sYh2qAPTBU7a4AtgTuCyFcATwIfAlsABxJ6or8yOI//k0hhIfhf/MEY4zzQgjnAqeGED4mVZp/RSoQXlbvc/sCNwLfjTH+O7dtTWCT3C5tgD4hhCHAZzFGix+SqkXRc3FuW3+gB9A9t2mrEMKqwNQY46QWXoMklZNyyqtXA0cBd4YQzgO+A5wBXNRgaVWpxSxgqKrFGBeEEIYBBwIHAYeR/tz/C/gzqXrdXA17XQCcSypY/AboCEwCtosxvl9vn2Vyn62/bNSPgD/We/2T3OPfpH8sJKnilTAXHwnsV+/1Gblfbwb2X4pzSFJZKqe8GmP8OISwDXA5qXAyG7i43r5SwVjAUDkJIYTWwNcxxny6Kue1f4xxAXB97tGcYFrTSCJvbG3s3Pl/l3ssLo6bgJua2tbMGEMuRqeDSSqUSs7F+9OCQkUIYRlSPg1N7StJzVD1eTXG+Cqw1NNWFheT1JD/6VE52QOYDxyd5/6/yu0/uEjxzAceKtKxC2UrUpynZh2IpKpRy7n4tNz5tizR+STVhlrOq/kqx5hUhkJ+RUCpuEIIawN1jX+mxRhnNrH/ekDb3Ms3Y4yzixBT/3ovX44xziv0OVoq1yxp7dzL+THGF7KMR1Jlq/VcHELoAnTJvZwVY5xSrHNJqg21nlfzVY4xqTxZwJAkSZIkSWXPKSSSJEmSJKnsVVwTz1VXXTX26NEj6zAkqaSeffbZD2OMnUp1PnOtpFpU6lwL5ltJtWlp823FFTB69OjBpEku5S6ptoQQ/l3K85lrJdWiUudaMN9Kqk1Lm2+dQiJJkiRJksqeBQxJkiRJklT2LGBIkiRJkqSyZwFDkiRJkiSVPQsYkiRJkiSp7FnAkCRJkiRJZc8ChiRJkiRJKnsWMCRJkiRJUtmzgCFJkiRJksqeBQxJkiRJklT2LGBIkiRJkqSyZwFDkiRJkiSVPQsYkiRJkiSp7FnAkCRJkiRJZc8ChiRJkiRJKnsWMCRJkiRJUtmzgCFJkiRJksqeBQxJkiRJklT2LGBIkiRJkqSyV7QCRgjhxhDCzBDCy4t5P4QQLg0hvBlCeDGEsFGxYpEkSZIkSZWtmCMwbgIGLuH9HYHeucchwFVFjEWSJEmSJFWwohUwYoyPAbOWsMtg4E8xeQr4Vgihc7HikaSCijE9JEnFZa6VpOKrkFybZQ+MrsD0eq9n5LZJUtm6deI0hl81gQe23pOH9zs263AkqSrdOnEaw655kosO+R3Prfd9zr7jn1mHJElVpy7XHvV/f+Nf312Py6/6e9YhNal11gHkI4RwCGmaCWussUbG0UiqFbdOnMbo599ZZNs/33yfi/5+EdtPfpwJe/48o8iKw1wrKSsN8+3Et2cx7IWxHDP2Ct74Tl9az/8yw+gKz3wrKWu3TpzGb0e9xPdmvs01d5zOMl9/TZt5c7MOq0lZFjDeAbrXe90tt+0bYozXAtcC9O/fvzLGtkiqSPVvoie+nWbBDejZAYA2X87jr/efz4aTn4TzzuMHJ5yQWZzFYK6VVEpLyrdn/+t+9h5zBey4I9+7/XZOWn75zOIsBvOtpKzU5d6Jb89ioxmvcdvd/0ebldvDAw9wyDrrZB1ek7IsYNwNHBlCuA0YAPw3xvhehvFIqlGLu4ke0LMDg/t15acDct+OHXwwvDYRrrsODjooq3AlqWLllW9Hj4Y7r4Bhw+BPf4I2bbIMWZKqQv3CBcA2nVpx9WVnsmzXzvDgg7DmmhlHmJ+iFTBCCCOArYFVQwgzgNOBZQFijFcD9wE7AW8Cc4EDihWLJDWUd9GivrPOgl13hUGDShmqJFW0ZufbXXaBG2+EffeFVq1KHa4kVYXGpuYBi+be7/4ZNt8cVl89qzCbrWgFjBjjXk28H4EjinV+SapvSUl8iUWLqVPh4ovhwguhc2eLF5LUhKXKt19+CccfD8cdB2usAQf4vZYkNdeSpuYtzL8vjoX/zATWgN12yyrUpVYRTTwlqaVGP/8Or743hz6d2wMsuWhR59VXYfvt4bPP4PDD4XvfK1G0klSZ6prCQSM3zYvLt599BnvuCWPHwgYbwIEHlipcSap4zRrldt55cNJJsPvuMHhwFuG2mAUMSVWtLqnXFS9GHrp5fh985hnYcUdo3RoefdTihSQ1oX7x4ve7r7fkAnGdjz9OU0aeegquv97ihSTlqWFPiyWOcosxFS7OPx+GD4ebb84g4sKwgCGp6iyuEj24X9f8DjB+fOp10alTamr03e8WKVJJqmyN5du8ixfvv59Gub32GowcCUOGFDNUSaoKjRUuljjKbcECOOyw1IT+8MPhsssqur+QBQxJVaNZleglWX556NsX7rgDunQpUrSSVLkKkm/btoX27eHee2G77YoYrSRVh4bT9PLKuSFAu3ZwyimpIX0IJYi0eCxgSKp4za5EL86LL8L668Omm8I//lHxCV6SCmlJo9ualW/feAO6d4dvfQsee8xcK0lNaHivm9dIt88+g/feg1694JJLqibXWsCQVJEKdiNd55JL4Jhj0qiLPfaomiQvSS1VsNFtABMnwk47pc73N9xgrpWkJizVqIuPP4add4Z33oHJk2G55UoQaWlYwJBU9houyQfNWAa1KTHCGWekIXV77pmSvSSpcKPb6jz8cOp6v/rqcPLJBYxUkqrDku558+4v9N57sMMO8PrrMGJEVRUvwAKGpDLW2M1znRbfSENqanT00XD55anz/TXXpFVHJKkGNbxxLljhAmDUqNT5fq214IEHoHPnloYrSVWlsWWo657nnYPffjv1FPrPf1J/oW23LVa4mfFOXVLZKfi3fovz+OOpeHHccXDBBQ5lllSTFlcsLlju/eyz1Pl+o43SDXWHDk1/RpJqxFL1t1ick0+GWbPSiLcBAwoYZfmwgCGpLBS8p8WSxJiKFVttleZjb7KJxQtJNaOoIy0aihFWWCHdTK+5Jqy4YuGOLUkVqCg5uO7e9uqrU9+LddYpVLhlxwKGpEwsKXkXrXAB8N//wrBhcNJJsPXWacURSapSTfUQqvu1KIWL005LN9RnnQXrrlu4Y0tSBSraaLeHHoI//CE1om/fPj2qmAUMSSXX2By/ohYt6nzwAQwcmJZLPfDA4p1HkspAQeZTL40FC+CXv4Qrr4SDDvrfN4OSVIOKOjX6zjthr71g7bXh00/TiLcqZwFDUskUdI5fc02bBttvD//+N4wenZbxk6QqlGmunT8f9t8fbr0Vjj8ezjvP4oWkmlT0nm433ggHH5x6Xdx7L6yySmGOW+YsYEgqiaVaw7pQ3n0XfvADmDMHHnwwPZekKlLSPkKLEyP85CepSHzOOWmqniTVmJI0o7/uOjjkkPTl3J131sTIizoWMCQVXEHWsC6kb38bdt8dDjgA+vUr7bklqYgau1EueeGiTggwZEiaqnfYYaU9tyRlqORF5K23hkMPhUsugbZtC3/8MmYBQ1JBZTbnujETJkD37qnz/SWXlO68klRkJVtuOh8zZ8Lzz6dvAvfeu/Tnl6SMlLSIvGABjBwJw4dD795pxZEaZAFDUkFkOue6MX//exrKvP32aTizJFWR0c+/w6vvzcm2cAGpv9B226UixtSpsPLK2cQhSSVW0unR8+fDfvvBiBHwrW/BjjsW5zwVwAKGpBbLtL9FY/7yl5TkN9wQbrghuzgkqcDqisWvvjeHPp3bM/LQzbMLZvLkVLz45JPUQM7ihaQaUPIv7ebOTV/K3XcfnHtuTRcvwAKGpKXU2Fy/zEddAFx+eVq+70c/SiMvVlop23gkqQUa9hRqOGUkM88+m3pdtGoFjz4KG2yQXSySVAKZTN2bPRt23RWeeAKuvTatOlLjLGBIaraGIy7KYtQFwJdfwk03weDBcNtt0K5dtvFI0lJq7Ea57teyyLd33AErrphWdurVK9tYJKmIMu059MIL8Nxz6b526NDin68CWMCQtERlt6JIYxYsSMWLdu3SzfRKK0Fr05ukylR20/Lq+/xzWG45OPts+NWvYNVVs45Ikgou86Wp63LtVlvB229Dp07FP2eF8A5f0jcsLmnXKasb6q++SsPp3n8f7r4bVlkl64gkKS+NFYihDIvEdW65BU4+OU0Z6dHD4oWkqrK4+9+S3/e+9lqaonfhhWlpaosXi7CAIQkoo6TdHPPmwV57wV13wZlnprnYklQBFrfkdN3rssu7l10GRx0FP/4xdOyYdTSSVBBld/87aVIqXrRuDWutVdpzVwgLGJIAFulqX5Y3zw198knqdTFuHFx6aWrcKUllruyWnG5KjHDWWXDGGbDbbmkJP/sLSaoCZdfTbdw4GDQojW6zv9BiWcCQalxZLcnXHD/9KTz2GPz5z7D33llHI0lNKuveFotzzTWpeLH//nDddfYXklTRynYVvX/9Ky2P+t3vwgMPQNcMV5kqc/4rJNWgJTUmqhhnnQWHHgq77JJ1JJLUqMUtgVoWN8v5+tnP4Isv0ii3ZZbJOhpJaraymybSmN694aKLYNgwp+k1wQKGVEMaWwaqrJJ3U/71Lxg9Gn79a9hww/SQpDKypCbIFZNv581LReLf/jat6nT00VlHJEnNUhFFC4Arr4QttoANNoBf/CLraCqCBQypBmS6fnWhPP887LBDWjJ1n31g9dWzjkiSFqr4AnGdOXNSf6Hx42HAgPRckipAxRQtIPUXOvPM9Dj4YLj22qwjqhgWMKQqlfn61YU0YUKaKrLSSqmpkcULSWWiKgrEdT78MM3Bfu65tGSqxQtJFaDiCsgLFsAxx6TVnfbfP43CUN4sYEhVpKIqz/m6/37Yc0/o3j0VL9aowGuQVHWqqnABMGMGbLcdTJ2alqa2v5CkMlaxX9TNnw8//3lqQv+rX8EFF9hfqJksYEgVriqLFvX997/Qpw/cdx+stlrW0UiqYRV7w5yPL75I3wqOHQtbbpl1NJL0DVVxzxsjvP8+nH126jMUQtYRVRwLGFKFqrjhcs319tvQsycMHw5Dhrh0n6TMVHW+nToV1lwzLd33yivmWkllqeEy1BWXg+fMSaMvOnaEe+8117aAv3NSBWqYxCsqgTclRjj3XDjjDHj8cdh0U5O8pExU3TSRhh5/PE0VOeEEOPlkc62kslT/vreilqGu88EHqb9Qmzapr5u5tkX83ZMqSMOb6YpM4ksSI5x4YpoP+NOfukyqpExUfeEC0rS8PfdMoy/23TfraCTpG6rivnf69NRf6N//httvt99FAVjAkMpY/bl+UIVzruv7+ms49FC44QY44gi49FKTvKSia5hnocpzLcCIEalosf76MGYMdOqUdUSSBFRZr6E33oBtt0393B54AH74w6wjqgoWMKQy1Ni3f3W/VmQCz8ett6bixamnpjWxbWokqcgaTserU9W59t134YADYIst4O67oX37rCOSpIVGP/8Or743hz6d21d2Lo4x5dp582D8eEcVF5AFDKkM1SXvik7czbX33rD66rD99llHIqkGVPyc6qXVpUv6JnCTTWC55bKORpKA/315V1e8GHno5lmH1DIhwF/+Al9+CWutlXU0VcUChlQm6g+Zq5rk3ZRZs9Ja2BdcAL16WbyQVBI1V7yIMTXq3Ggj2Gsvl0mVVFYaa05fse69F+65B668Enr0yDqaqmQBQyoT9avOfTq3r+zknY/33ksFizfegIMPTgUMSSqymitefPVV6i90441w7LGpgCFJGWus10XF5+S6/kIbbACffAIrr5x1RFXJAoaUsaobMpePKVNSR+aZM+H+++HHP846IklVriq62TfXF1+kFZ3uvBNOPz09JClDjfV5q4op01deCUcemUa42V+oqCxgSBmqqiFz+XrjDdh663Rj/fDDsOmmWUckqco1lmsr+kY5H/Pnwy67wEMPwf/7f3D00VlHJKnGVW0u/sMf4PjjYdddYeRI+wsVWVELGCGEgcAlQCvg+hjjuQ3eXwO4GfhWbp+TYoz3FTMmqVzU3DDmOl26wPe/D2edBX36ZB2NpCpWk6Mu6iy7LAwYkBok77df1tFIqlFVOVWkoY02Sj3drroq5V4VVdEKGCGEVsAVwHbADOCZEMLdMcZX6+12CvDXGONVIYQ+wH1Aj2LFJJWLmixeTJiQ5gSutBLcfnvW0UiqclX7TV9T3n0XPvwQ1l8fzj4762gk1bCGebiqcvFXX8G4cWlK9I9/7HToEirmCIxNgTdjjFMAQgi3AYOB+gWMCNRNEFoZeLeI8UhloSaLF7ffnuZhH3wwXHFF1tFIqmI1Perirbdg222hVSuYPBlaO1NYUjaq+n533rx0XztqFLzwQioYq2SK+S9bV2B6vdczgAEN9jkDeCCE8EtgBWDbxg4UQjgEOARgjTWq6A+/akL9oXNQxcPnFueGG+CQQ2CzzeB3v8s6Gi2BuVaVrLHGcFXzTV8+XnwRdtgh9b5uX+r4AAAgAElEQVQYM8biRZkz36qaVXXx4pNPYLfd4JFH4JJLLF5kIOt/3fYCbooxXhhC2Bz4cwihb4xxQf2dYozXAtcC9O/fP2YQp7RUGg6dq/u1Zm6qL7gATjgBBg5MozBWWCHriLQE5lpVqpqdLlLnH/+AnXdOOfaRR2CddbKOSE0w36paVXXx4qOPYMcd4Z//hD/9CfbZJ+uIalIxCxjvAN3rve6W21bfz4GBADHGJ0MI7YBVgZlFjEsqupoewlzn44/h4oth2LCU5Nu0yToiSVXGXJtz8cWw6qppxZE118w6Gkk1qqqLFwB//3sa7XbnnTBoUNbR1KxiFjCeAXqHEHqSChfDgZ822GcasA1wUwhhHaAd8EERY5JKYvTz7/Dqe3Nq85vAr7+GEGCVVeCpp6Br1zQfW5IKqOZHXUBqIte6Ndx8M3z6Kay2WtYRSapBVV9Mrsu1++0HW20FPXpkHVFNK1oBI8b4VQjhSGAsaYnUG2OMr4QQzgImxRjvBo4DrgshHEtq6Ll/jNFhdKpot06cxsS3ZzGgZwdGHrp51uGU1pdfwr77QufOcNFF4LxeSUVQ9d/y5eP66+Haa9Ooi/btYfnls45IUg2q+mLyCy/AkCFw662wySYWL8pAUXtgxBjvIy2NWn/bafWevwpsUcwYpFJobI3rwf26ZhlS6c2dC3vumZrHnX9+GoUhSUVQl29rtnhx/vlw4olpLrbNOiVloOpHXcD/+gutuGJ6qCz4r55UAHVTRvp0bl+d1eemzJ4Nu+wCTz4J110HBx2UdUSSqtyAnh1qK88CxAi/+Q2cdx4MH56mjthfSFIGqn669JgxsMce0K0bPPig/YXKiAUMqQXqqs91xYuamzICsGBBWrrvuedg5Mg0zE6SCqjhctR1Obfm/N//peLF4YfDZZfZX0hSJqp+uvSTT6YmneuuC2PH2l+ozFjAkJZCw2FzddXnmrTMMukbwRVWgO22yzoaSVWmseWo+3RuX5s5d7/9oF07OP54p+lJKrmG979Vm4f794eTToLjjoOVV846GjVgAUNqhsUVLqpu2Fw+Xn0VXnkFfvIT2G23rKORVGVqYn51Pj77DK65Bo45Jg1hPuGErCOSVIOqvlknpFy7226w+upw1llZR6PFsIAh5akmEne+nnkGBg5Moy522QWWWy7riCRVEfNtzscfpxz71FMwYABsYd9zSaVX9Ss/xZhGXJx/PsyYkabrqWxZwJDyUPWJuzkeeQQGD4ZOnVJTI4sXkgrIfJvzn/+k/kKTJ8Nf/2rxQlImqj4nf/01HHZYWpr68MPhzDOzjkhNsIAh5aHml+yrc9ddMGwYrLVWamrUpUvWEUmqMuZb4O23U0+h//wH/v53+wtJKrmamMb3xRewzz7wt7/BKaekaSP2Fyp7FjCkxajf9b5umaiqS9zN9dxzsNFGcO+90KFD1tFIqiL1V3Wq+Xw7YwZ8/jk89BBstlnW0UiqEfXvfWui39unn6Z+bhdeCL/6VdbRKE8WMKRGNJx/XbMd7+vMnJmWkDrjjLTiSLt2WUckqUq4qlM9dbn2hz+Et94y10oqqboicp/O7au7cDF7Niy/PHTsCM8+a66tMBYwpAaqfq5fc8QIp58OV10FkyalDvgmeUkF4KpODTz8cOp+f911MHy4uVZSSd06cRoT357FgJ4dGHno5lmHUzzvvQfbbw8bbgh/+pO5tgJZwJDqsXhRz4IFcNRRcMUVcOCB0LVGvxGVVBT1p4vUdOECYNSoVLRYay3Yaquso5FUg+qmjlT1CLgpU1JPofffh4svzjoaLSULGFKOxYt65s+H/feHW2+FX/86LStlUyNJBVC/10Wfzu2r+5u+fPzxj3DQQbDppvYXkpSJ+qMvqvb+9+WX08iLefPSiLcBA7KOSEvJAoaUY+f7ei64IBUvfv/7tC62xQtJBdCwv1BVf9OXjxdeSCPcttsujcJYYYWsI5JUQxpO5avanDx/PgwenO5nH38c1l0364jUAhYwJGqk8twcxx4L66wDu++edSSSqoSj3BqxwQZw++2wyy7Qtm3W0UiqETXXg2jZZeGWW+Db34aePbOORi1kAUM1rWYqz/mYOROOPx4uuQS+9S2LF5IKomGerfnixYIFKdcOHZqGMO+5Z9YRSaoRNVe4uPNOePttOO442LzGpytWEQsYqkk1l8CbMm1aGsI8fTocfDD84AdZRySpwplnG1G/v9DKKzsHW1LJNDaFr6rz8Y03pnvazTZLTemXXTbriFQgFjBUc2ougTfl9ddT8WLOHHjwQdhii6wjklQFXGWkgblz06iLe++Fc8+FE0/MOiJJNaLmpvBdeGFqQr/DDnDHHRYvqowFDNUMhzE34vnnU/FimWXg0UfTfGxJWgp1ObaOq4zU88knsPPOMGECXHMNHHJI1hFJqiE11aj+1FPh7LPhJz9JfS/atMk6IhWYBQxVrYY30w5jbkTHjtCnD1x/PfTunXU0kipUw5FtAH06t6/tvkL1LbccdO4MI0bAsGFZRyOpRtRftrpmGtV365amjlx1FbRqlXU0KgILGKo6jc27rvvVwkXOM8/ARhtB9+4wfrzLpEpqlsUViGvi273mmDYtDV3u3Bluu81cK6kkFteDqGp9+SW8/HK6tz30UIjRfFvFLGCoKtS/mXakRRP+8hfYbz/4/e/hhBNM8JLysrg8W/er+baByZPTFL2ePdMUPXOtpBKouV5vc+fCkCEpz775ZioYm2+rmgUMVazF3UzXRLJeWpdfDr/8JfzoR3D44VlHI6lCNLwhNs824dlnYeDANHz5ssu8mZZUMjXV72L2bNh1V3jiidRfqHPnrCNSCVjAUEXyZrqZYkwNjU47DQYPTkOZ27XLOipJZayxInFN3BC31PjxMGgQdOiQVnayv5CkErl14jQmvj2rNvpdvP9+KhS/8gqMHJmadqomWMBQRXC+dQtNmZKmjOy3X2rY2dq/+pK+yZFtLbRgQVq6r3t3eOAB6FrFc84llY2GPS+qut9FnSuugDfegHvuSculqmbk9b+YEEIbYI0Y45tFjkdahA05W6iuidF3v5sad/bpk5ZMVc0xj6spjmxroRhTfr37bmjbNq3ypJpkvlUp1VzPi7p729NPh+HD072takqTBYwQws7ARUAboGcIoR9weoxx92IHJ9Vf+qnqE3KhzZsHe+0FO+8MBx0EfftmHZEyYh5XU+rfADuybSlceilMmJCWSe3SJetolCHzrUqp5nL3pEmph9tdd6URbhYvalI+X8WeBQwAZgPEGJ8HehUzKAn+N4+vT+f2jDx08+pPyoX0ySew004pwc+bl3U0yp55XI26deI0hl3zZG3dABdSjHDmmXD00TB/Pnz1VdYRKXvmW5VEzRUvxo1LTeg/+sh72xqXzxSS+THG2WHRDtqxSPFIwKJJuSbm8RXShx/CjjvCc8/BLbfAz36WdUTKnnlc31Bzw44LbcECOPbYNPpi//3huuvsLyQw36rIGk6vronixejRMGwY9OqV+gs50q2m5fMv7WshhKHAMiGEnsBRwFPFDUu1rOYqyoU0dy5suSW8/TaMGpWWlpLM42rAPFsARx+dlqY+5hi48EL7C6mO+VZFU5OF57//HfbcEzbeGO67z/5CyquAcSRwGrAAuBMYC/y2mEGpdnlT3ULLLw8//zn07w9bbZV1NCof5nEtom6lEfNsC+y1V/oW8KSTUkM5KTHfqqBqfknrLbaAQw+F886DFVfMOhqVgXwKGDvEGE8ETqzbEELYg5SUpYKoyeFwhfT882k+4GabwXHHZR2Nyo95XAvV9Rca0LODeba55sxJ3wb+9Kfw/e+nh7Qo860KpmZXh4oRbr45rTKyyippyVQpJ58Cxil8M+me3Mg2aam52kgLTJgAu+wCa66Z+l44jFnfZB4XYH+hFqnrL/T887DppmkutvRN5lsVRM2OSl6wIE3Nu+yyNDX6F7/IOiKVmcUWMEIIOwADga4hhIvqvdWeNCxOKqi61UbUDPffn+YFdu8O99xj8UKLMI+rvpq9GS6E6dNh++1h6tS0upPFCzVgvlWh1PSo5Pnz4cADUxP6445LS6ZKDSxpBMZM4GVgHvBKve2fACcVMyhJeRgxAvbdF9ZbD8aMgdVWyzoilR/zuACLFy3yxhuw3XYwezaMHZsaJUvfZL5Vi/x/9u483sZy/eP45yLRQIXqyFw4RaSSUhqVoxQZMpyiQWk6v+ZB83BUpzqluaNBNBiaDJUoIiopNIgm4YQciQoZMty/P+61te32sObnWc/6vl+v/bLX2mvvdS3y7XGt+77uoo2LvFuVvG6dP2nktdfgjjvguus0X0iKVWIDwzn3CfCJmb3gnNNhu5J2hYcSzV26isY1qgRcUQ5xzr8LePjhMGYM7LJL0BVJCCnHBdS8SNmHH/oZQ5MmwUEHBV2NhJTyVlKV99upFy+GadPgsce08kJKFc8MjJpmdgfQGKhUcKdzrlHGqpJIK67D3LhGFe3HjodzsGYNVK4Mzz7r9wnusEPQVUn4KcfzlJoXKVi92mdt797QoQPsumvQFUluUN5KQgquiwvezMu77dSrV/vTRRo2hG+/VdZKmeJpYAwG+gP/Bk4EzgZcBmuSCMvL86vTxTm45hp/BvYHH2jVhSRiMMrxvJLXe6jTYexY6NXLnzjSqpUuqCURg1HeShxK2jKSVxYt8lv0evWCG25Q1kpc4pn4t6NzbjyAc+4759yN+EAWSVjBlpE7OzVlxPmtdEEdr82b4bzz4N//hmOP9e8KisRPOZ5nCi9FVvMiQcOGQceOUK+ehnVKMpS3EpeiOZ1318Vffw1HHAFLl2q2kCQknhUYG8ysHPCdmV0ALAH0rydJ2qH1q+ZXQKdqwwY4/XR45RW46Sa47TYNNZJEKcfzRN4vRU7V44/DxRf7i+kxY6CKZjNJwpS3Ere8zelZs6BdO//55Mlw4IGBliO5JZ4GxuXATsAlwB3ALsA5mSxKoqfoRbUk4MorffNiwAB/LrZI4pTjeaC4LXqSgDffhIsuglNOgREjNF9IkqW8lVLl/TXxL7/4bSM77wxvvw2NNB5GElNmA8M5Nz326WqgF4CZxXVVZGbtgAeB8sBTzrl/FfOYbsCt+P2Bnznn/h5X5ZIzdFGdohtu8O8GdusWdCWSo1LJcckdhbfoaZVbEtq29Ssw+vSBChWCrkZylPJWSqNrYvyciyeegEMPhVq1gq5GclCpMzDM7BAzO9XMqsduNzGzZ4HppX1f7LHlgUfx+/4aAz3NrHGRxzQErgOOcM41AfT2cgRp7kUSfvgBrroKNm2CGjXUvJCkpZLjkjuGTv+e6QtWaoteojZtgn79/CC58uXhggvUvJCkKW+lNEVPhcq7a+IXXvBb8wC6dFHzQpJWYgPDzO4CXgBOB8aZ2a3AJOAzIJ61Pi2Bec65+c6534HhQMcijzkPeNQ59zOAc+7HhF+BhNbQ6d/TfeC0rQOK8iqkU/Hdd9C6NQwcCF99FXQ1ksPSkOOSIwoaxXn5bl6yNmyA7t3h7rv/uKgWSZLyVkpScD2c10daP/oonHGGX+XmdCiPpKa0LSQdgQOcc+vMrCqwCGjqnJsf58+uGfueAouBQ4s8phGAmb2P32Zyq3NuXNEfZGZ9gb4Aderk2V/4HKUlckmaPdsvY/79d5g4EfbfP+iKJLcllOPK2tyk1RdJWL0aOnXyOfvAA35wp0hqlLdSrMKnjXRsXjO/cto5uOMOP4S+QwcYPlyD6CVlpTUw1jvn1gE451aa2TcJNC8Sef6GwDFALWCKmTV1zv1S+EHOuSeAJwBatGihtl3IFV0il1dBnYpp0+Ckk2CnnWDqVGjcuOzvESldQjmurM0tBYPgpi9YCWj1RdxWroQTT4SZM2HIEOjdO+iKJBqUt7JVQT4D+XsqlHN+EP2AAT5nn34atovn/AiR0pX2X9HeZvZq7HMD6he6jXOucxk/ewlQu9DtWrH7ClsMTHfObQQWmNk3+IbGx/EUL+Gj5kUKypWDevVg5Ej/q0jqUs1xCaniVrkpb+NUrpz/eOUV6Fh0Z6tI0pS38qfG8qH1q9K4RpX8bTBv3AiXXOKbGOVKHb0oErfSGhhditx+JMGf/THQ0Mzq4xsXPYCiJ4yMAnoCz8QGHjUC0r3KQ7JEzYskffUV7Luvn8Y8c6YCXtIp1RyXkCl6caysTcDChbDnnn4C/vvvK2sl3ZS3eU6N5Zj162HpUqhfHx580G8Z0bYRSaMSGxjOuYmp/GDn3CYz+wcwHj/fYpBzbo6Z3Q7McM6NiX2trZnNBTYDVzvnVqTyvBIMNS+S9PTT0LcvDBvmTxrRBbWkUao5LuFR3Lt6eXtxnIzPP/fzhf72N79tRFkraaa8FR1ljZ8vdOqp8O238OWXflu0SJpldCOSc24sMLbIfTcX+twBV8Q+JEepeZGke++Fa67xe7FPPjnoakQkpPSuXoo++ADat/cX0v36BV2NiESQhikDK1b4a9pZs2DwYDUvJGM0SUWSpqXMSXIOrr8e/vUvf4Tfs8/C9tsHXZWIhIwyNg3Gj4fOnaFmTXj7bahbN+iKRCRiCjeZ83bWxZIlfpXbd9/5WW6nnBJ0RRJhcTcwzKyic25DJouR3KF3BFPwwQe+eXHBBfDII1C+fNAVSZ5QjucGbRdJk3Xr4JxzoFEjGDfOz78QyRLlbfSpyVzIddfBokU+a485JuhqJOLKbGCYWUvgaWAXoI6ZHQCc65z7v0wXJ+GkLSMpOuIIf0zqEUdoqJFkhXI8t4z+dAlzl65S4yJVO+zgL6Zr1/aDO0WyQHmbH/RGXhGPPOKPTD3ggKArkTwQzxSrh4CTgRUAzrnPgGMzWZSEl5oXSVq71i9jnjzZ327dWs0LySbleI5pXKMKI85vpYxNxj33wM2xcVtNm6p5IdmmvI24otfCeZvVH3zgZ7j99htUqaLmhWRNPFtIyjnn/mvb/mNrc4bqkZDSMrkU/PKLD/hp06BDh6CrkfykHA+5gowFmLt0FY1rVAm4ohzknF/GfPfd0KMHbNmi00YkCMrbCNMbeTHjxvk35mrX9te5GtgpWRRPA2NRbDmcM7PywP8B32S2LAkL7cVO0bJl/ti+uXNhxAjo2jXoiiQ/KcdDpnDDAtgmYxvXqJK/g+CStXkzXHghPPnkH/OF1LyQYChvI0rNi5gRI6BXL9h/f9/I2GOPoCuSPBNPA+NC/HK4OsAyYELsPok47e9L0fLlfqvIDz/AG2/ACScEXZHkL+V4iBTN1oJflbFJcg5694ahQ/0JT/37a4ueBEl5GzFahVzI88/7vG3dGl57DXbZJeiKJA/F08DY5JzrkfFKJDQU1GlSrZo/UuqMM6BVq6CrkfymHA8JvYOXAWZw4olw4IFw1VVBVyOivI0QvZlXRMuWfvXF44/DjjsGXY3kqXgaGB+b2dfACOBV59zqDNckAdF2kTSZMQN23x3q1oVHHw26GhFQjodGwbYRNS/S4OefYdYsaNPGN4pFwkF5m+MKb/HTm3n4VW4jR0KnTv5Y6iFDgq5I8lyZG0Sdc/sA/YGDgdlmNsrM1FmOoMJH9+X1VOVUvPMOHHssnH9+0JWIbKUcD4eh079n+oKVHFq/qrI1VUuXwtFH+wvqlSuDrkZkK+VtbitYcVH4zby8bl5s3gx9+0KXLjBmTNDViADxrcDAOfcB8IGZ3Qo8ALwADM9gXZJFBZ3mgsn3I87XdoekjBoF3bv77vSgQUFXI7IN5Xhwiq5u04DOFC1Y4GcK/e9/PnerVg26IpFtKG9zj7ZPF2PDBr+67eWX4cYbdZKehEaZDQwz2xnoCPQA9gNGA4dnuC7JkuL29kkSBg+GPn383sA33tAFtYSKcjw42j+dZnPm+ObF+vUwcSIcemjQFYlsQ3mbe5TTxfjtN39M6ltvwX33wRVXBF2RyFbxrMD4AngNuMc5NzXD9UiWqNOcRps2+SP72rSBV1+FnXcOuiKRopTjAdDAzgwYNsz/OmWKP8JPJHyUtzlEOV2CWbN8zj79NJxzTtDViGwjngbG3s65LRmvRLKq8LwLdZqT5Bxs3Ajbbw/jx/vGRcWKQVclUhzleAA0sDONfv/dZ+3tt8M//gF/+UvQFYmURHmbQ5TTRRRk7ZFHwnffwV57BV2RyJ+U2MAws/ucc1cCr5iZK/p151znjFYmGVN4kJzmXSRpyxa45BKYPx9Gj/ZHpoqEjHI8eBrYmQYjR8KVV/otI/Xrq3khoaS8zV3K6Zj586FdO7jjDjjtNDUvJLRKW4ExIvbrI9koRLKnoNuseRdJ2rgRzjoLhg6Fq66C7eKahSsSBOV4AIoORpYUDBoE553nZ13sumvQ1YiURnmbQ5TTRXzxBbRt6wd31q0bdDUipSrxX17OuY9in+7nnNsmjM3sH8DETBYmmaFj/FK0bp3vSr/xBtx1F1x7LZgFXZVIsZTjwSh8UaxGcQruv9+vvGjb1s8X2mmnoCsSKZHyNndogH0RH34IJ50EO+zg5140aRJ0RSKlKhfHY4qb3NIn3YVIdmj1RYp694axY+E//4F+/dS8kFyhHM+SgiZxwZHUahQnafBg37w47TQYM0bNC8klytuQKzz3Iu9zeuFCOP54f3ree++peSE5obQZGN3xR0DVN7NXC32pMvBLpguT9NPqizS4/np/Qd2tW9CViJRJOZ59ahKnSZcusGyZ36ZXvnzQ1YiUSXmbW3QtHFO3rp950b275gtJziht8/5HwAqgFvBooftXA59ksihJr6JHpurCOkHff++HyF16KRx4oP8QyQ3K8SxSkzhFGzfCv/4FV1wBlSv7LXoiuUN5mwMK53ReGzLEX882a+avb0VySGkzMBYAC4AJ2StHMkFHpqbgq6/ghBNg9Wro2hVqqvkjuUM5nj2F91SrSZyEtWv96raxY6FRI/9uoEgOUd6Gm97MK+S++/zqtl694Nlng65GJGGlbSF51zl3tJn9DBQ+DsoA55zL89ZlbtCRqSmYOdMfJ1WuHLz7rpoXknOU45lX9KL4zk5N1SRO1K+/wimn+P3XAweqeSE5SXkbXsUN7czLnHYObrwR7rzTb4V+6qmgKxJJSmlbSI6N/Vo9G4VI+ukdwRS8+66/oK5aFd5+Gxo2DLoikWQoxzNIF8VpsGyZbxTPmQPDh2u+kOQy5W0IFc7pvG4wb94M//iHH0Lfty889pjmC0nOKm0LyZbYp7WBH5xzv5tZa6AZ8DywKgv1SRL0jmAaLF3qBxuNG6eVF5KzlOOZVXiSvTI2SWvWwKpV8Npr8Le/BV2NSNKUt+GknI7ZvBnmz/cn6N15p07Rk5wWzzGqowBnZvsAzwANgaEZrUpSUnjmRd4HdqIWL/a/9ugBs2apeSFRoRxPMw3sTNGSJX458z77+FlDal5IdChvQ2Do9O/pPnDa1uvhvM3ptWth5UrYfnt4/XW46y41LyTnxdPA2OKc2wh0Bh52zl0O6F91IVVwUd24RhWdbZ2ohx+GBg1g2jR/u0KFYOsRSR/leJoUXBRre14KZsyAAw6A/v39bWWtRIvyNgQK3sxrXKNK/ub0L79A27bQvr1fgaGslYgobQZGgU1mdhrQCzg1dp/+BoSMpiunwDn45z/hllugY0cdkypRpBxPE53qlKLJk/18oerVoWfPoKsRyQTlbYAKrocLmhd5O8B+2TK/sm3uXHjhBc27kEiJp4FxDnARcI9zbr6Z1QeGZbYsSYQGyaVgyxa44gp48EE480w/kXm7eP5aiOQU5XiKdFGcBmPG+CGd++wDb72lLXoSVcrbgBR3PZyXFi6EE06AH37QfCGJpDL/peac+8LMLgEamNm+wDzn3B2ZL03ioenKKXrpJd+8uOwyfy52uXh2VYnkFuV46rQcOUXLlvnZQgccAGPHQrVqQVckkhHK22DoeriQs86Cn36CCROglZrtEj1lNjDM7EjgOWAJ/izrv5hZL+fc+5kuTsqm6cop6tYNdtwRTj5ZQ40kspTjqSk8sFMrL5K0555+gNwhh0DlykFXI5IxytvsU/OiiGeegdWroVmzoCsRyYh43m4eAJzknDvCOXc40B54MLNlSSLyerpyMlav9nuv583zTYtTTlHzQqJOOZ6kwhfGWnmRIOfgtttgWGz1/HHHqXkh+UB5m0VqXsRMmgQXX+y3Rtevr+aFRFo8DYztnXNzC244574Ets9cSRKPwsdDSQJ++slfRL/0Enz+edDViGSLcjwJujBOwZYtcOmlcOut/sJaJH8ob7NIK5GB0aPhxBPh3Xf9ySMiERfPtMJZZvYf4PnY7dOBTzJXkpRFQ4qStHixP05qwQIYNcpvGxHJD8rxBKl5kYKNG6FPH3juOT8k+d57g65IJJuUt1lSeHtf3mb0s8/COedAixZ+vlDVqkFXJJJx8TQwLgAuAa6J3Z4KPJyxiqRUuqhO0sKFcMwxsHIljBsHRx8ddEUi2aQcj1PRI6mVswnatAm6dvUnjvTvD9dfry16km+Ut1lSsPoib9/Ie+wxv23k+ONh5EjYeeegKxLJilIbGGbWFNgHGOmcuyc7JUlJ1LxIQfXqfj/grbfCQQcFXY1I1ijHE1Nw2oiOpE7SdttBkyb+2L6LLgq6GpGsUt5mj1ZfAH/9q5/p9swzULFi0NWIZE2JDQwzux7oA8wCDjGz251zg7JWmWyldwRT8PHHsO++fnDcmDFBVyOSVcrx5DSuUUWnjSRq+XL43/+gaVO4886gqxHJOuVtduXt6ostW2DqVL+SuE0b/yGSZ0ob4nk60Mw5dxpwCHBhdkqSogq/I6jmRQLGjvUBf+WVQVciEhTleAIK3tGTBC1aBEcd5U90+v33oKsRCYryNkvydvXFxo1w5pl+S/TMmUFXIxKY0raQbHDO/QbgnFtuZvGcWCIZoncEEzR8OPTq5beN9O8fdDUiQVGOJyBv39FLxZOfAL8AACAASURBVDffwAkn+Mn3r78O2+uwBclbytssyNujrdetg+7d4bXX4I47tB1a8lppDYy9zezV2OcG7FPoNs65zhmtTIBtu8wSp//8x++9PvJIH/RVqgRdkUhQlONxytt39FLxySd+1gXA5Mlw4IGBliMSMOVthuXtLLhVq6BDB5gyxQ/uvFCLeyS/ldbA6FLk9iOZLET+LG+7zKlYtQpuvx3at4cXX4Qddgi6IpEgKcfjoKxN0t13Q6VKMGECNGoUdDUiQVPeZljBKrm8al6An+H2/vvwwgt+aKdIniuxgeGcm5jNQuTP8jaok+Gc/6hSxYd8rVpQoULQVYkESjletrx9Ry8VW7ZAuXIwaJA/mrpWraArEgmc8jY78mqVXEHWnnEGHHooNGwYdEUioZDR/Xlm1s7MvjazeWbWr5THdTEzZ2YtMllPLsqroE7Wpk1w7rl+WKdzUL++mhciEhc1ihM0bBgccYRf7bbjjmpeiIhkwtdf+zluM2b422peiGyVsQaGmZUHHgVOBBoDPc2scTGPqwxcCkzPVC25SNPw47Rhgx9qNGiQZl2ISFLUKI7TY4/B6adDxYpBVyIiEl2zZvk5bsuXQ/nyQVcjEjpxNzDMLNErlpbAPOfcfOfc78BwoGMxj/sncDewPsGfH1najx2nNWvg5JPh1VdhwAC47TYwC7oqkdBKIscjTY3iODnnT3O6+GKfuW++qYaxSBmUt5KUKVP8Mak77ABTp2o4skgxymxgmFlLM5sNfBu7fYCZPRzHz64JLCp0e3HsvsI/+yCgtnPujTJq6GtmM8xsxvLly+N46tyl/dhxcs4P6nznHXjmGbjssqArEgmteHM8n7IWdGxq3O69F266ye/DfuUVDUcWKYXyNv2GTv+e7gOnMXfpqqBLyayZM/3JTjVr+nluGo4sUqx4VmA8BJwMrABwzn0GHJvqE8fOx74fuLKsxzrnnnDOtXDOtdh9991TfepQ037sOJnBpZf6i+mzzgq6GpGwiyvH8ylrdWxqArp3h5tvhiFDNF9IpGzK2zQb/ekS5i5dReMaVaLdcG7WDC65xK+80HwhkRKVdoxqgXLOuf/atkvzN8fxfUuA2oVu14rdV6AysD8wOfaz/wKMMbMOzrkZcfz8yNIFdSm++w4++ww6d/YfIhKPZHM8krRNLw7r18NTT8FFF0Hdun6LnojEQ3mbJkOnf79N82LE+a2CLikznn3Wr7zYc09/PLWIlCqeFRiLzKwl4MysvJldBnwTx/d9DDQ0s/pmtj3QAxhT8EXn3K/OuerOuXrOuXrAh0BeNy+0H7sMs2dD69b+gnrNmqCrEcklyeZ4JGmlWxlWr/azLv7v//x+bBFJhPI2DQoazdMXrIzuyouC+UJnngn33Rd0NSI5I54VGBfil8PVAZYBE2L3lco5t8nM/gGMB8oDg5xzc8zsdmCGc25M6T8h/2g/dimmTYOTToKddoK33oKddw66IpFcklSOR5lWupVgxQqftTNn+ncFjzkm6IpEco3yNg0i32jesgWuvBIeeAB694Y77wy6IpGcUWYDwzn3I371RMKcc2OBsUXuu7mExx6TzHNEjS6qi/HWW9CpE+y1F7z9NtSrF3RFIjkllRyXPLJkCbRt67fqvfoqdOgQdEUiOUd5m7rIzyjatAnOOw8GD/YzLwYMgHJxHwwpkvfKbGCY2ZOAK3q/c65vRirKU4XDWor44AM/iXncOL8/UEQSohyXuMyfD8uX+6zVyguRpChvU5MXM4pWrYIPP/SzhW66yQ+mF5G4xbOFZEKhzysBndj2eFRJA20fKcbKlVC1KtxyC1x9td8+IiLJUI5LyQqy9sgjYcECZa1IapS3SSrcvIjk1pE1a2D77X3ezpihrBVJUjxbSEYUvm1mzwHvZayiPBbZpXLJuPde/zF9OtSvr5AXSYFy/A9a7VbEBx/4gZ2PPAJ//7uyViRFytvkRL55sWIFnHgi/PWv8NxzylqRFCSz4ao+oHX8khnOwXXXwTXXwHHHQU2tSBHJgLzNca12K2T8eDjhBKheHY44IuhqRKIqb/M2XpFvXixZAkcdBZ9/Dt26BV2NSM6LZwbGz/yxl68csBLol8miJE9t3uyPSH3iCbjgAv+OYPnyQVclkvOU417kB8Ml4sUX4YwzoEkTzRcSSSPlbWIi37yYNw+OP95v1dN8IZG0KLWBYWYGHAAsid21xTn3p8FEImnxwAO+eXH99f5cbA01EkmZcvwPWn0RM3cu9OwJhx8Or78Ou+wSdEUikaC8TUzkmxebN/ster/9BpMmwcEHB12RSCSU2sBwzjkzG+uc2z9bBeUj7cmOuegif1Rqz55BVyISGcrxbWn1BdC4MTz/PHTsCDvuGHQ1IpGhvI1f5JsX4FcRP/00VKsG++4bdDUikRHPDIxPzezAjFeSx/L6XcGff4a+feHXX2GHHdS8EMkM5Xi+cw5uvtkPRgaftWpeiGSC8rYMkW9ejBsHAwb4z484Qs0LkTQrsYFhZgWrMw4EPjazr81slpl9YmazslNe/sjLdwX/9z84+mgYPBg+/jjoakQiRzn+h4KVbnlp82bfKP7nP+HVV4OuRiSSlLfxiXzzYsQIOOUUf9LIhg1BVyMSSaVtIfkIOAjokKVa8lLebh9ZsMBPv//f/+CNN/yAIxFJN+V4TN6udNuwAXr1gpdeghtu8E0MEckE5W0cCrI4ks2LgQPhwguhdWt47TWoWDHoikQiqbQGhgE4577LUi15p3AXOq8uqr/80jcs1q2DCRPgsMOCrkgkqpTj5PHpI2vXQqdO8NZb8O9/w5VXBl2RSJQpb8sQ6Sy++27o1w/at/enPGmLnkjGlNbA2N3Mrijpi865+zNQT16JdBe6NDvtBLVrw1NPwf6acyWSQcpx8nj1xfbbQ+XKfojcOecEXY1I1ClvyxDpLN5lFzj9dHjmGahQIehqRCKttAZGeWBnYh1lSa9Id6FL8tlnvmFRpw5Mm6ZjUkUyL+9zPC+zdulS/2uNGn7riLJWJBvyPm/jEaks3rwZ5syBZs3gggvg/POVtyJZUFoDY6lz7vasVZJnIt2FLs7IkdCjB9xyC1x/vQJeJDvyPsfzLmsL5gvtsQe8/76yViR78j5vSxO5mW8bNvgVF2++CV995VcWK29FsqLMGRiSOZHqQpdm8GDo0wdatvQdahHJFuU4eZS1c+b45sX69fDCC7qYFsku/YUrQeRmvq1ZA507w9tvw/33++aFiGRNiceoAm2yVoVE14ABcPbZ0KaNH9hZNSKdd5HcoBzPF9Onw1FH+c+nTIFDDw22HpH8o7wtQaRmvq1c6RvFEyf6eReXXx50RSJ5p8QVGM65ldksRCLov//120W6doXnn9dxUiJZphzPE87BJZfArrv6RnH9+kFXJJJ3lLfFi9wcokcfhVmz4JVX4NRTg65GJC+VtoVEMiRy+wCLcs4vXa5bFz74wA83Kl8+6KpERKKnIG9ffRXKlfODO0VEQiIyc4gKsvb66+GUU6B586ArEslbpW0hkQyJTJgXZ+NGOOMMf2wfwIEHqnkhIpIJgwZBz55+En7NmmpeiEgo5fzqiy++gNatYckSf02r5oVIoNTACEjOh3lx1q6FTp1g6FD46aegqxERia777/fDkX/+2U/DFxEJmYIVxzntww/9fKGFC2HVqqCrERHUwMi6SIR5cX79Fdq1g7Fj4T//gWuvDboiEcljQ6d/T/eB05i7NGIXnM7BjTfClVfCaafBmDGw445BVyUiso1InDzy9ttw/PF+AP3778N++wVdkYigGRhZF8ntIxs2wLHH+iV2w4ZB9+5BVyQieW70p0uYu3QVjWtUiVbeXncd3H03nHcePP64tuiJSCjl/MkjEyZA+/a+aTF+PPzlL0FXJCIxamBkUeQmMReoWBF69PDDOtu1C7oaEREAGteowojzWwVdRnp16AAVKsDtt/uBciIiIROJ692DDoJeveDf/4bddgu6GhEpRFtIsihyqy+++gqmT/efX3ONmhciIpmwdi289JL//PDD4Z//VPNCREIrp693R4yA9ev9tpGnn1bzQiSE1MDIspzuRhc2cyYceSScfbafgC8iEhKRmjX0yy/wt7/5VW5ffRV0NSIiccm5613n/BGpPXr47XkiElraQiKJmzzZL2OuWhVGj9YebBEJlZx+96+wZcv8yrY5c/x8oX33DboiEZHo2bwZLr4YBg6Evn3hkkuCrkhESqEVGJKYMWP8BXWtWn4ic8OGQVckIvInOffuX1H//S+0bg1ff+1zt1u3oCsSEYme33+H00/3zYt+/fxJenpjTiTU1MDIksgsaR461A/rnDIFaub4u5siEjmRydopU+Cnn/wxfpovJCKSGYsW+Zy9+2646y7NFxLJAdpCkiU5v6R57VrYcUcYMsR3qytXDroiEZE/iUzW9uoFJ54I1asHXZGISNwKn0ASamvXwg47wD77+JVuylqRnKEVGFmQ08dJOQe33QYtW/phchUrqnkhIqGU01kLMGkS7L03fPCBv60LahHJIUOnf8/1I2cDIW8iL1vmT3S6805/W1krklPUwMiCnH1HcMsWuOwyuPVWOOQQ2HnnoCsSESlRzmYt+IHIJ54I1apB3bpBVyMikrCCDL6zU9PwNpEXLvTzhb791l/bikjO0RaSDBo6/XtGf7qEuUtX5d47gps2QZ8+8OyzcPnl8O9/Qzn1u0QkfHI6a8Hn7DnnwMEHw9ixvokhIpKDQp3Bc+dC27bw228wYQK0ahV0RSKSBP2LNIMKLqgb16iSe+8I9uvnL6r794f77lPzQkRCK6ez9p134Mwz4ZhjYOJENS9EJCeFfoDy6tVw7LH+yNQpU9S8EMlhWoGRIYX3Yo84PwdD8sorYf/94ayzgq5ERKREOZ+1Rx8NDzwAF1zgZwyJiOSg0G/hq1wZHn7Yr3TbZ5+gqxGRFOht9QwJfZAX56ef4IYb/PaRGjXUvBCRUMuZgXFFbdkCt9/uj+8rXx4uvVTNCxHJWaEeoDxqFLz2mv+8Wzc1L0QiQA2MDAh1kJdk8WI48ki4/374/POgqxERKVNODIwrauNG3xy+5RYYMSLoakREUhLqRvKQIdCli98K7VzQ1YhImqiBkWahDvKSfPMNHHEE/PADjB8PBx0UdEUiInHJqUbxunX+Yvq55/x8oSuvDLoiEZGUhLaR/OCDvll83HHw+utgFnRFIpImmoGRZqEN8pJ8+in87W++Mz1pkpoXIiKZsGoVdOjgh8c9+ihcdFHQFYmIpEWoGsnOwa23+m16nTvD0KHaoicSMVqBkQGhCvKyrF/vp95PnarmhYjkjNBPvC9qyxZYuxZeeEHNCxGRTFq5Evr08dv01LwQiRytwMhX333nBxkddhjMnu0HyYmI5IicGZS8ZAlUrQq77grTpilrRUQyYeNGvxW6bl2/fcRM20ZEIiqjKzDMrJ2ZfW1m88ysXzFfv8LM5prZ52Y20czqZrIeiRk2DPbd1/8KuqAWkZwU+tVuX38NrVrBeef528paEYmQ0KyEW7cOOnWC1q1h9WooV07NC5EIy1gDw8zKA48CJwKNgZ5m1rjIwz4BWjjnmgEvA/dkqp5sCE2Ql+bxx+H00+Hww6F9+6CrERFJWE5k7axZ/mSn9es1rFNEIikUK+F+/RXatYOxY+GGG6By5eBqEZGsyOQKjJbAPOfcfOfc78BwoGPhBzjnJjnn1sZufgjUymA9GReKIC+Jc3DHHX7vdfv2MG4cVKkSdFUiIgnJiZOepkyBY4+FHXaA996DAw8MuiIRkbQqaCQHuhLuxx991n7wgR/WecEFwdQhIlmVyRkYNYFFhW4vBg4t5fF9gDeL+4KZ9QX6AtSpE77lwkOnf8/oT5cwd+mq8C5pnjEDbrwRzjgDBg2CChWCrkhEQibsWQs5cNLThg0+Z/faC956C2rXDroiEQmhXMjbkoSmkXzddfDVVzB6NJx0UnB1iEhWheIUEjM7A2gB3Fvc151zTzjnWjjnWuy+++7ZLS4OBc2LxjWqhPcdwUMOgYkTYcgQNS9EpFhhz9pQvONXlooV4bXX/CoMNS9EpARhz9vShKaRPGAATJ6s5oVInslkA2MJUPjqrVbsvm2Y2fHADUAH59yGDNaTUY1rVGHE+a3CdVG9YYOfd/Huu/72ccf5wUYiIjko1Nv0HnsMbr3Vf37AAZBj/yAREUlEYI3kmTP9wM61a/1W6JYts1+DiAQqk/+a/RhoaGb1zWx7oAcwpvADzOxAYCC+efFjBmvJmNAOk1uzxs+6GDoU5swJuhoRkbQI3eoL56B/f7j4YvjkE9i8OeiKREQyJtDr3nff9TMvPvnEz78QkbyUsQaGc24T8A9gPPAl8KJzbo6Z3W5mHWIPuxfYGXjJzD41szEl/LhQCs0ewKJWrIDjj/fL6oYM8YM7RURyWCibxVu2+BNGbroJevWCV17RUakiEmmBrYR7/XV/2kitWn44cr162X1+EQmNTA7xxDk3Fhhb5L6bC31+fCafP9NCswewsJUr4eijYd48fzHdsWPZ3yMiEnKh3D5ywQXw5JPwf/8HDzygLXoikheyvhLulVege3d/otObb0L16tl7bhEJHV1tpSh0y5l33RWOOMIHvJoXIhIBoR3eeeSRcMst8OCDal6ISOQFthKuaVPo0gXeeUfNCxHJ7AoMyaLZs/0wo7p1YeDAoKsREUmbUK2+WL0aZs3yK9169Qq6GhGRrMlqFjsHY8f6E0YaNYIRIzL/nCKSE/SWUZJCtR972jQ46ig455ygKxERyYhQrL5YsQLatPEDkpcvD7YWEZEAZCWLt2yBK66Ak0/220dERArRCowkheYdwbfe8sdJ7bUXDBoUbC0iIlG1ZAm0bQvffQcvvqhjUkVEMmHTJjj3XD+E/tJLoXPnoCsSkZDRCowkhGY/9ksv+e50o0Z+InPdusHVIiKSAaFY7TZvHrRuDYsWwbhx0KFD2d8jIiKJWb8eunb1zYvbb4cBAzRfSET+RCswkhCK1RebN8M998Chh8Jrr/nhnSIiEROKvH3uOT/74p13oEWL4OoQEYmyGTP8EPqHHvKnO4mIFEMNjCQFuvpi0ybYbjsf8jvu6D9ERCIqsLwtyNpbbvFLmmvXzn4NIiJRV5C1rVvDt99CnRCdNiUioaN1WbnEOejXzx+PunGjP0pKzQsRkfQbNw4aN4YFC/wSZjUvRCSPZWw73+LFcOCBfls0qHkhImVSAyNXbN4MF1wAd9/tw117AkVEMmPECD/nYqed/IeISJ7LyHa+b7/1qy7++1/YY4/0/VwRiTT9KzhBgQyU+/136NkTnngCrr8eHnsMypfPbg0iIlkWSN4+8YTP20MPhcmTdVEtInkvI8PrP/3UNy9++w0mTYKjj07PzxWRyFMDI0GBDJTr08cvrbv3XrjjDjDL3nOLiAQk63k7bBicfz60awfjx8Muu2TneUVEQiztWbx4MRxzDFSsCFOnwsEHp+fnikheUAMjCVkfKHf55TBoEFx1VfaeU0QkQIEcV33yyX5g56hRmi8kIkKGsrhmTbjxRnjvPdh33/T8TBHJG2pgJCCry5n/9z949FH/+UEHwdlnZ+d5RURCIGurLzZv9qvbfvsNKleGW2+F7bfP7HOKiOSAodO/5/qRs4E0ZfFLL8Hnn/uVxFddpYGdIpIUNTASkLUL6gUL/L7Aa6/1g41ERPJQxldfbNjg511ccw288krmnkdEJAcVXPfe2alp6lk8cCB07w79+6ehMhHJZ2pgJCjjF9Rz5vjmxcqVMGEC1K2buecSEclXv/3mTxp56SW47z7o3TvoikREQifl617n4K67/El6J50EQ4akrzgRyUtqYMQpK9tHpk+Ho47yYT9lChx2WGafT0QkhDKetz//DCec4JvEgwbBFVdk7rlERPKVc3418fXXw9//DiNHwg47BF2ViOQ4NTDilJXtIwsWQNWqfqjR/vtn7nlEREIq7Xuui7NyJSxZAi+/rPlCIiLFSEsjedMmf1zqxRfDc89BhQrpKU5E8tp2QReQSzK2fWTZMthzT+jRAzp18sdKiYjkobTuuS7qxx9h991hn33gm2+UtSIixUi5kbxhA6xdC7vtBq+95gcjm6W5ShHJV1qBEbRnnoH69eH99/1tXVCLSJ7LSLP4iy+geXO47TZ/W1krIvInhZsXSTWS16yBU06BE0/0KzAqVlTzQkTSSg2MIA0YAOec44d2HnBA0NWIiERTwXwhMzjttKCrEREJrZRWwa1c6ecLTZzoh3Zup4XeIpJ+amAEwTm46SY/OK5rV7+8buedg65KRCR6JkyANm3+mC/UpEnQFYmIhFLB3IukVsEtXQpHHw2zZvljqc86KyM1ioiogRGEUaP8OdjnngvDh2sps4hIJqxY4ecK7b03TJ3qt+uJiEixUhpYf+aZfhj92LFw6qlprkxE5A9a2xWEU0+Fl16CLl20L1BEJFOqVfPvBB5yiB8mJyIixUpp9QXAwIGwfDm0bJn+4kRECtEKjDik5SiptWv9cX3ffeebFl27qnkhIpIJ993nV7cBtG2r5oWISBmSWn3x4Ydw6aWwZYtf4abmhYhkgRoYcUhpSR3Ar79Cu3YwZIgPexER+ZOUm8XOwQ03wFVX+dlCIiISt4RWX7z9tp8v9MYbfrueiEiWqIFRhpSX1P34IxxzjG9cDBsGp5+e9hpFRKIgpWbxli1w8cVw551w3nnw7LNprk5EJJoSbh6/8gq0bw8NGvjhyLvvnrniRESKUAOjDCldUC9eDEceCV9/DWPGQPfuaa5ORCRakmoWb94MZ5wBjz8O117r92KXL5+ZAkVEIiaha93Bg6FbNz9baPJk+MtfMlqbiEhRamDEIenVF7vu6qffv/2230IiIiLpV7481K0L//qX/9B8IRGRhMR9rVu7NpxyCrz1luYLiUggdApJJnz+uR9mVLkyvPlm0NWIiETTL7/AkiXQpAncdVfQ1YiI5JzCW6VL5BxMmwaHH+7nXrRpk70CRUSK0AqMdJs8GVq3hksuCboSEZGckfAe7GXL/Hyhdu1g/fqM1SUiEmVlbh/ZvBkuvBCOOEKD6EUkFLQCI53GjPH7AvfZB/r3D7oaEZGckdAe7P/+F44/Hn74AUaOhEqVMlydiEj0lDmo/vffoXdvGDECrrsODj00+0WKiBShBka6PPccnH02HHSQ3zZSrVrQFYmI5JS49mDPnQtt28Jvv8GECdCqVXaKExGJmFIbx2vXQpcuMG4c3HMPXH11lqsTESmetpCUIu4lzWvWQL9+cPTRMHGimhciIply552waRO8+66aFyIiKSqxcTxmjB/U+eSTal6ISKhoBUYpylzS7Jz/deedYcoUqFlTS5lFRDLBOX+6yBNP+PkX9esHXZGISPQUZG2PHtC0qR+SLCISIlqBUYYSO9NbtsBll8GVV/qw32cfNS9ERDJh9Gg48khYtQp23FHNCxGRFBW7ynjhQmjRAmbM8LfVvBCREFIDIxkbN8JZZ8FDDwVdiYhItD37rN+HvXGj3zoiIiIp+9Mq47lz/Ukj8+f7vBURCSk1MBK1fj107eqHdvbvD/fd55faiYhIUkqcN/Tgg3Dmmf641IkToWrVrNcmIhJVW1cZf/SRX+W2ZYvfEq35QiISYpqBkQjn4NRTYfx4eOQRuPjioCsSEcl5xc4bevhhv02vc2cYOhQqVgyoOhGRCPv8c2jTBnbfHd5+22+JFhEJMa3AKEGx7wiawXnnwfPPq3khIpJGf5o3dMopfvL9iBFqXoiIpNE217j77QfnngvvvafmhYjkBDUwSrDNO4KLF/shcuD3Yp9+eoCViYhE1MaN/pSRLVugXj245x7YTgsFRUTSZej077l+5GxO+uo9utfeHipUgAEDYK+9gi5NRCQuGW1gmFk7M/vazOaZWb9ivl7RzEbEvj7dzOplsp5EHVq/Kn/fbb0fatSnj5+ALyIiaVPwTmCF3zf4BvH558OECUGXJSISOQXNi3M+Hs1jo/9F53FDgi5JRCRhGWtgmFl54FHgRKAx0NPMGhd5WB/gZ+dcA2AAcHem6klGve+/htatYd06eOstqFIl6JJERCJl9KdL2HnDWu575jp4/XV47DFo2zboskREImf0J4u5fOrz3PzOk75hfO+9QZckIpKwTK7AaAnMc87Nd879DgwHOhZ5TEegoP37MtDGLBxHeuz77afccv8/oFIlmDoVDjoo6JJERCKn8uqfGfPqTew5ewa88AJceGHQJYmIRM7QaQs56ck7ufSD4XDOOTB8uOYLiUhOymQDoyawqNDtxbH7in2Mc24T8CtQLYM1xW3/r2fy8y7V4P334a9/DbocEZFI2mvZ9+zx0w8wahT07Bl0OSIikfT2h9/QeuFnfPn38+CppzRfSERyVk4M8TSzvmY2w8xmLF++PCvPOfe8y3j2wRehdu2sPJ+ISNCCyNryRx3JI0+/Be3bZ+X5RETCINt5W69BTV587GX2e36gP1VPRCRHZbL9ugQo/K//WrH7invMYjPbDtgFWFH0BznnngCeAGjRooXLSLVF3NJh/2w8jUgobNy4kcWLF7N+/fqgS8l7lSpVolatWlSoUCHrzx1I1p7SJBtPIxIKytrwCDJrIft5q6yVfKKsDZd0520mGxgfAw3NrD6+UdED+HuRx4wBzgSmAV2Bd5xzWbloFpE/LF68mMqVK1OvXj1CMoYmLznnWLFiBYsXL6Z+/fpBlyMiaaasDQdlrUi0KWvDIxN5m7EtJLGZFv8AxgNfAi865+aY2e1m1iH2sKeBamY2D7gC+NNRqyKSeevXr6datWoK+YCZGdWqVdM7BiIRpawNB2WtSLQpa8MjE3mb0Qk+zrmxwNgi991c6PP1wGmZrEFE4qOQDwf9OYhEm/6Oh4P+HESiTX/HwyPdfxY5McRTREREREREeYi+XwAAIABJREFURPKbGhgiEhqjRo3CzPjqq6+23jd58mROPvnkbR531lln8fLLLwN+UFO/fv1o2LAhBx10EK1ateLNN99MuZa77rqLBg0a8Ne//pXx48cX+5gjjzyS5s2b07x5c/baay9OPfVUwO/3u+SSS2jQoAHNmjVj1qxZW79nyJAhNGzYkIYNGzJkyJCU6xQRSVQ+ZG27du3Ydddd//SaRESyJdey1jnHDTfcQKNGjdhvv/146KGHtqm7efPmNGnShKOPPnrr/fXq1aNp06Y0b96cFi1apFxnPHQItIiExrBhw2jdujXDhg3jtttui+t7brrpJpYuXcoXX3xBxYoVWbZsGe+++25KdcydO5fhw4czZ84cfvjhB44//ni++eYbypcvv83jpk6duvXzLl260LFjRwDefPNNvv32W7799lumT5/OhRdeyPTp01m5ciW33XYbM2bMwMw4+OCD6dChA7vttltK9YqIJCLqWQtw9dVXs3btWgYOHJhSjSIiycq1rB08eDCLFi3iq6++oly5cvz4448A/PLLL1x00UWMGzeOOnXqbL2/wKRJk6hevXpKNSZCKzBEJBTWrFnDe++9x9NPP83w4cPj+p61a9fy5JNP8vDDD1OxYkUA9txzT7p165ZSLaNHj6ZHjx5UrFiR+vXr06BBAz766KMSH79q1Sreeeedre8Kjh49mt69e2NmHHbYYfzyyy8sXbqU8ePHc8IJJ1C1alV22203TjjhBMaNG5dSrSIiiciHrAVo06YNlStXTqk+EZFk5WLWPv7449x8882UK+dbBHvssQcAQ4cOpXPnztSpU2eb+4OiFRgiso3bXpvD3B9WpfVnNt6rSpln0I8ePZp27drRqFEjqlWrxsyZMzn44INL/Z558+ZRp04dqlSpUmYNl19+OZMmTfrT/T169KBfv20PQFqyZAmHHXbY1tu1atViyZIlJf7sUaNG0aZNm611LFmyhNq1a//p+0u6X0Tyj7I2c1lbo0aNMusUkfygrI0/a7/77jtGjBjByJEj2X333XnooYdo2LAh33zzDRs3buSYY45h9erVXHrppfTu3RvwAzrbtm2LmXH++efTt2/fMmtPlRoYIhIKw4YN49JLLwV8+A4bNoyDDz64xMnFiU40HjBgQMo1lmTYsGGce+65Gfv5IiLpoqwVEcm8XMzaDRs2UKlSJWbMmMGrr77KOeecw9SpU9m0aRMzZ85k4sSJrFu3jlatWnHYYYfRqFEj3nvvPWrWrMmPP/7ICSecwL777stRRx2V9toKUwNDRLZRVkc5E1auXMk777zD7NmzMTM2b96MmXHvvfdSrVo1fv755z89vnr16jRo0IDvv/+eVatWldmtTqRTXbNmTRYtWrT19uLFi6lZs2axP/enn37io48+YuTIkWV+f82aNZk8efI29x9zzDGl1i0i0aSszVzWiogUUNbGn5W1atWic+fOAHTq1Imzzz576/3VqlVjp512YqedduKoo47is88+o1GjRlt/zh577EGnTp346KOPMt7AwDmXUx8HH3ywE5H0mjt3bqDPP3DgQNe3b99t7jvqqKPcu+++69avX+/q1au3tcaFCxe6OnXquF9++cU559zVV1/tzjrrLLdhwwbnnHM//vije/HFF1Oq54svvnDNmjVz69evd/Pnz3f169d3mzZtKvaxjz/+uOvdu/c2973++uuuXbt2bsuWLW7atGnukEMOcc45t2LFClevXj23cuVKt3LlSlevXj23YsWKP/3M4v48gBlOWSuS05S128pU1haYNGmSa9++fYnPH4asdcpbkbRT1m4r3qy99tpr3dNPP+2c8/nZokUL55z//TzuuOPcxo0b3W+//eaaNGniZs+e7dasWeNWrVrlnHNuzZo1rlWrVu7NN98stoZ05q2GeIpI4IYNG0anTp22ua9Lly4MGzaMihUr8vzzz3P22WfTvHlzunbtylNPPcUuu+wCQP/+/dl9991p3Lgx+++/PyeffHJcewdL06RJE7p160bjxo1p164djz766NZJzSeddBI//PDD1scOHz6cnj17bvP9J510EnvvvTcNGjTgvPPO47HHHgOgatWq3HTTTRxyyCEccsgh3HzzzVStWjWlWkVE4pUvWQv+6NXTTjuNiRMnUqtWrRKPDRQRSbdczdp+/frxyiuv0LRpU6677jqeeuopAPbbbz/atWtHs2bNaNmyJeeeey77778/y5Yto3Xr1hxwwAG0bNmS9u3b065du5RqjYf55kfuaNGihZsxY0bQZYhEypdffsl+++0XdBkSU9yfh5nNdM5l54BtlLUimaCsDZcwZC0ob0XSTVkbPunMW63AEBEREREREZHQUwNDREREREREREJPDQwRAfxAXwme/hxEok1/x8NBfw4i0aa/4+GR7j8LNTBEhEqVKrFixQqFfcCcc6xYsYJKlSoFXYqIZICyNhyUtSLRpqwNj0zk7XZp+0kikrNq1arF4sWLWb58edCl5L1KlSpRq1atoMsQkQxQ1oaHslYkupS14ZLuvFUDQ0SoUKEC9evXD7oMEZFIU9aKiGSesjbatIVEREREREREREJPDQwRERERERERCT01MEREREREREQk9CzXprOa2XLgv1l6uurAT1l6rmzRa8oNek25IZuvqa5zbvcsPZeyNnV6Tbkhiq8Jovm6svWaspq1kNW81X8XuSOKr0uvKTeE/to25xoY2WRmM5xzLYKuI530mnKDXlNuiOJrCkIUfx/1mnJDFF8TRPN1RfE1ZVsUfw+j+Jogmq9Lryk35MJr0hYSEREREREREQk9NTBEREREREREJPTUwCjdE0EXkAF6TblBryk3RPE1BSGKv496Tbkhiq8Jovm6oviasi2Kv4dRfE0Qzdel15QbQv+aNANDREREREREREJPKzBEREREREREJPTUwBARERERERGR0Mv7BoaZtTOzr81snpn1K+brFc1sROzr082sXvarTFwcr+sKM5trZp+b2UQzqxtEnYko6zUVelwXM3NmFuojgCC+12Rm3WJ/VnPMbGi2a0xUHP/t1TGzSWb2Sey/v5OCqDMRZjbIzH40sy9K+LqZ2UOx1/y5mR2U7RpzQRTzVlmrrA2KslZZWxJlrbI2KFHMWohe3uZ81jrn8vYDKA98B+wNbA98BjQu8piLgP/EPu8BjAi67jS9rmOBHWOfXxj21xXPa4o9rjIwBfgQaBF03Wn4c2oIfALsFru9R9B1p+E1PQFcGPu8MbAw6LrjeF1HAQcBX5Tw9ZOANwEDDgOmB11z2D6imLfKWmVtyF+TsjYPP5S1ytowv6Zcy9oEXldO5W2uZ22+r8BoCcxzzs13zv0ODAc6FnlMR2BI7POXgTZmZlmsMRllvi7n3CTn3NrYzQ+BWlmuMVHx/FkB/BO4G1ifzeKSFM9rOg941Dn3M4Bz7scs15ioeF6TA6rEPt8F+CGL9SXFOTcFWFnKQzoCzzrvQ2BXM6uRnepyRhTzVlmrrA2KslZZWxJlrbI2KFHMWohg3uZ61uZ7A6MmsKjQ7cWx+4p9jHNuE/ArUC0r1SUvntdVWB98ly3MynxNseVNtZ1zb2SzsBTE8+fUCGhkZu+b2Ydm1i5r1SUnntd0K3CGmS0GxgL/l53SMirRv3P5KIp5q6zNDcpaZW0+UdYqa4MSxayF/MzbUGftdkEXIMEyszOAFsDRQdeSCjMrB9wPnBVwKem2HX653TH4dxOmmFlT59wvgVaVmp7AYOfcfWbWCnjOzPZ3zm0JujCRTFHWhp6yViQClLWhF8WsBeVtVuX7CowlQO1Ct2vF7iv2MWa2HX5Z0IqsVJe8eF4XZnY8cAPQwTm3IUu1Jaus11QZ2B+YbGYL8fu1xoR84FE8f06LgTHOuY3OuQXAN/jgD6t4XlMf4EUA59w0oBJQPSvVZU5cf+fyXBTzVlmrrA2KstZT1v6ZslZZG5QoZi3kZ96GOmvzvYHxMdDQzOqb2fb4QUZjijxmDHBm7POuwDsuNt0kxMp8XWZ2IDAQH/K5sP+s1NfknPvVOVfdOVfPOVcPv/+xg3NuRjDlxiWe//5G4bvUmFl1/NK7+dksMkHxvKbvgTYAZrYfPuSXZ7XK9BsD9I5NbT4M+NU5tzTookIminmrrFXWBkVZq6wtibJWWRuUKGYt5GfehjtrE5n4GcUP/JTVb/DTZW+I3Xc7PiTA/wf4EjAP+AjYO+ia0/S6JgDLgE9jH2OCrjnV11TksZMJ+bTmOP+cDL+EcC4wG+gRdM1peE2NgffxU5w/BdoGXXMcr2kYsBTYiH/3oA9wAXBBoT+nR2OveXYu/LcX0v82ci5vlbXK2hC/JmVtnn4oa5W1YX1NuZi1cb6unMrbXM9aixUpIiIiIiIiIhJa+b6FRERERERERERygBoYIiIiIiIiIhJ6amCIiIiIiIiISOipgSEiIiIiIiIioacGhoiIiIiIiIiEnhoYknVmttnMPi30Ua+Ux9Yzsy/S8JyTzexrM/vMzN43s78m8TMuMLPesc/PMrO9Cn3tKTNrnOY6Pzaz5nF8z2VmtmOqzy0i0aO8jbtO5a2IJE1ZG3edylpJmRoYEoR1zrnmhT4WZul5T3fOHQAMAe5N9Judc/9xzj0bu3kWsFehr53rnJublir/qPMx4qvzMkAhLyLFUd6WTnkrIumgrC2dslbSRg0MCYVYN3qqmc2KfRxezGOamNlHsc7252bWMHb/GYXuH2hm5ct4uilAg9j3tjGzT8xstpkNMrOKsfv/ZWZzY8/z79h9t5rZVWbWFWgBvBB7zh1i3eUWsU721mCOdbMfSbLOaUDNQj/rcTObYWZzzOy22H2X4P9nM8nMJsXua2tm02K/jy+Z2c5lPI+I5BHlbbGUtyKSVsraYilrJWVqYEgQdrA/ltiNjN33I3CCc+4goDvwUDHfdwHwoHOuOT5kF5vZfrHHHxG7fzNwehnPfwow28wqAYOB7s65psB2wIVmVg3oBDRxzjUD+hf+Zufcy8AMfDe5uXNuXaEvvxL73gLdgeFJ1tkOGFXo9g3OuRZAM+BoM2vmnHsI+AE41jl3rJlVB24Ejo/9Xs4ArijjeUQkupS3ylsRyTxlrbJWsmS7oAuQvLQuFnSFVQAeMb8vbjPQqJjvmwbcYGa1gFedc9+aWRvgYOBjMwPYAf8/jOK8YGbrgIXA/wF/BRY4576JfX0IcDHwCLAeeNrMXgdej/eFOeeWm9l8MzsM+BbYF3g/9nMTqXN7YGeg8O9TNzPri/97WwNoDHxe5HsPi93/fux5tsf/volIflLeKm9FJPOUtcpayRI1MCQsLgeWAQfgVwatL/oA59xQM5sOtAfGmtn5gAFDnHPXxfEcpzvnZhTcMLOqxT3IObfJzFoCbYCuwD+A4xJ4LcOBbsBXwEjnnDOfuHHXCczE7xF8GOhsZvWBq4BDnHM/m9lgoFIx32vA2865ngnUKyL5RXlbqE6UtyKSGcraQnWirJU00RYSCYtdgKXOuS1AL+BPe+jMbG9gfmxp2Wj8crOJQFcz2yP2mKpmVjfO5/waqGdmDWK3ewHvxvbV7eKcG4v/n88BxXzvaqByCT93JNAR6IkPfBKt0znngJuAw8xsX6AK8Bvwq5ntCZxYQi0fAkcUvCYz28nMiuv4i0j+Ut4WorwVkQxR1hairJV0UQNDwuIx4Ewz+wy/NO23Yh7TDfjCzD4F9geejU1HvhF4y8w+B97GL0Erk3NuPXA28JKZzQa2AP/BB+brsZ/3HsXvsxsM/Ce213GHIj/3Z+BLoK5z7qPYfQnXGdt/eB9wtXPuM+ATfOd7KH7pXoEngHFmNsk5txw/RXpY7Hmm4X8/RUQKKG//XJ/yVkTSTVn75/qUtZIy880wEREREREREZHw0goMEREREREREQk9NTBEREREREREJPTUwBARERERERGR0FMDQ0RERERERERCTw0MEREREREREQk9NTBEREREREREJPTUwBARERERERGR0FMDQ0RERERERERCTw0MEREREREREQk9NTBEREREREREJPTUwBARERERERGR0FMDQ0RERERERERCTw0MCZSZTTYzF/u4LHbfYDMbHPt8oZmdVejxCws9/tQiP+fWIj+7nJmda2YfmNkqM1tvZl+Y2W3/z959R0dVrW8c/+7QO1KlSlBQmqByQYoU6aiAWBCsgIK9608RuIhS9Cq2i17BgooooiggIALSxSgISLEhIFU6hBbS9u+Pk8QhQjIpM+ecyfNZKytzzpyZ82Yt13Z4Zu93G2NKp1xTI+W9agS8zgb81M+k/ruNMTONMftTrm9zhuvqGmPmG2OOG2N2GmOGG2PypbvGGGMGGWO2GWNOGGMWG2MapbtmmDFm4en+5pTnUuv+NKO6RSRyaVw95ZpMx9UsvJc1xrRJ+bGneS6ov09ERESyTwGGeMECoBnwcZDXT0q5ftGZLjDGRAGTgf8Cy4HrgS7AO8AtwL8zeP9mwD1B1nILUAaYk0EtZwHzAAt0B4YDjwBPp7v0CWAI8BxwFXAUmGeMOTvIWt5KqX1VkNeLSOTSuOrIdFzNwntlJCt/n4iIiGRTfrcLEAEOWGu/y8L1u4K4/h6gJ9DJWjsv4PwCY8zrQIszvdBa+50xpnCQtTS31ianfOPW+wzX3AkUAXpaa2OBucaYksAwY8zz1trYlPs9AYyy1v4XwBizHNgC3AsMzqwQa+12YLsxJjbI2kUkcmlcDX5czfS9Mis4i3+fiIiIZJNmYEikegj4It2HbACstXHW2vm5cRNrbXIQl3UB5qT7EPwxzgfm1inHzYGSwCcB730MmJHyehERt0XquBrMe4mIiIgHaAaGeI619raAxzWCfE2b1MfGmGpANDAqiNdtAUww90jtPRF4ryBdAHyT7r5bjTHHU56bkfI7Cfg93Wt/BnoFvG5YwOOs1iEieZTG1VOcMq4G+V5YawP/pqD+PhEREcldmoEhkahKyu+tufy+SSk/WXUWcOg05w+mPJd6zVFrbfr3PwgUNcYUzMZ9RURySySPq8G8l4iIiHiAZmBIJLOZX5KFN7O2XW6+n4iID2lcFREREddoBoZEoh0pv6u7WsXfDgKlTnP+rJTnUq8pnn7bvpRrjltr40NYn4hIZiJ5XA3mvURERMQDFGBIxLHWbgM2AZ3criXFLzjrqNOkrCcvmvJc6jX5gPPSvfaCgGtERFwR4eNqMO8lIiIiHqAAQyLVy0BPY0zb9E8YYwobYy4PYy2zgU7GmBIB53oBJ4BFKcffArHAdakXGGOKAlelvF5ExG2ROq4G814iIiLiAeqBIZFqLNAKmGWMGQvMBeKBhsC9OF3lvznzy//JGDMfTl2zbYxpDNQAqqWcam2MKQdssdauSDn3P+B+YKox5jmgJjAMGJO6bZ+1Ns4YMxoYYow5iPOt38M4IeNrWfrLRURCI1LH1UzfS0RERLxBAYZEJGttsjGmF9APuB24E+e/99+BD3C+Scyq9OuowfnQfmvA8bCU3+8Bt6XUctAY0w74L84H/EPASwHXphqN88H6SaAssALoYK3dnY1aRURyVaSOq1l4LxEREXGZsTZXG4qLZIkxZiGwH2e6bpLN5D9IY8wW4DPg/4K5Pps15QdaA/OABtbadbl9j1AwxkThfFCfD+y11l7rckki4gKNq+EX6X+fiIiIV6gHhnhBTyABeCDI6x9Oub57iOpJwPkQ6jdDcWpv5XYhIuI6javhFel/n4iIiCdoBoa4yhhzPpDaOG2rtXZPJtc3AAqlHG601h4KQU2NAw7XWWvjcvseoWCMqQxUTjk8YK3d5GY9IuIOjavhF+l/n4iIiFcowBARERERERERz9MSEhERERERERHxPN/tQlKuXDlbo0YNt8sQEQmrlStX7rPWlg/X/TTWikheFO6xFjTeikjelN3x1ncBRo0aNVixYkXmF4qIRBBjzJ/hvJ/GWhHJi8I91oLGWxHJm7I73moJiYiIiIiIiIh4ngIMEREREREREfE8BRgiIiIiIiIi4nkKMERERERERETE8xRgiIiIiIiIiIjnKcAQEREREREREc9TgCEiIiIiIiIinqcAQ0REREREREQ8TwGGiIiIiIiIiHieAgwRERERERER8TwFGCIiIiIiIiLieQowRERERERERMTzFGCIiIiIiIiIiOcpwBARERERERERz1OAISIiIiIiIiKepwBDRERERERERDxPAYaIiIiIiIiIeJ4CDBERERERERHxPAUYIiIiIiIiIuJ5CjBERERERERExPNCFmAYY94xxuwxxqw7w/PGGPOqMWajMeYnY8zFoapFRERERERERPwtlDMwJgCdM3i+C1Ar5WcA8EYIaxERERERERERHwtZgGGtXQwcyOCS7sD71vEdUNoYUylU9YiI5KZ3nvuAN1773O0yREQi2qKl67mrx5O8tWST26WIiIgHuNkDowqwLeB4e8q5fzDGDDDGrDDGrNi7d29YihMRSW9SzFZ6vbmcUfe+SO/Bd9Dqv8+6XVKu0lgrIl4Ql5DEvA27aXv/B1Tp3pkXZr1M3fxxbpeVqzTeiohkT363CwiGtXYcMA6gcePG1uVyRCSPmRSzlWmrdxCz+QBXbVjEYzPHsK3Kufzy8njquV1cLtJYKyJu2hMbx/AvN/DlT7uIPrCDDyYPpmTcMda/9RHNm9V1u7xcpfFWRCR73AwwdgDVAo6rppwTEfGEwOAC4Klti7n9yxcwl11G9PTpRJcq5XKFIiKR4ZtfdtNvwgoA6uzZxKefP02hAob8C5fS5KKLXK5ORES8ws0AYzpwrzHmY6ApcNhau8vFekRE0kyK2cqgz9cC0DS6DN0bVaHPlqNw9Cr4+GMoUsTlCkVE/Mtay/Q1O1m2cR9frN5JfGIyAFdfVIUnL4im2IYP4f33oXZtlysVEREvCVmAYYz5CGgDlDPGbAf+DRQAsNb+D5gFdAU2AseBvqGqRUQkq6atdiaEjexRnz6FD0Kj6tC0Olx/PRjjcnUiIv5z8Fg8K/88SLK1vDzvdzbsik17rlSRArzdMD+Nu10IUVGwfLnGWhER+YeQBRjW2t6ZPG+Be0J1fxGR7JoUs5WYzQe49JxS9HnrGedbwFWroF49faAWEcmiJb/v5YtVO/nsx+3/eG5i/6Y0P7csUZM/hutugf/8Bx58UGOtiIicli+aeIqIhENgz4uCiQk8P2UkLJgNQ4ZA3chqICciEkoffPcnI2f+TMH8URw+kZB2/vyKJXjhuobkizLUqVQCYwy88Qbccw+0agX9+rlYtYiIeJ0CDBHJk1LDikCpzTpbVSrMcx+OptIPS+Gll5xvA0VEJENxCUn8vCuWpz5fl7Y8pFihfFx5YSWuubgqrWuXJyoqYGaFtTBiBAweDFddBZMnq7+QiIhkSAGGiOQZgaFFaljRNLpM2vNpzTpXfgk/LocJE+DWW90oVUTEF2LjEvjfwj8oXjg/z3/16ynPvXHjxXRpUOnML/79dxg+HG66Cd55BwoUCHG1IiLidwowRCTipd8OtWl0mb/DiqbV/77QWmfddZO74NJL4eKLXapYRMQf3lz0B68v/CPtuFzxQoy5viGX1SrnLA85ndSxtnZt+O47aNjQadwpIiKSCQUYIhKxThdc/CO0SLVpE9x8szProlYthRciIhmw1jL1xx2MXeCEF7880xmAQvmjzhxcAJw86cy4uPpq6NMHLrooHOWKiEiEUIAhIhFpUsxWBn2+FsgkuABYuxY6dXI+WB8+HMYqRUT85+HJq5m66u8eQi3OK0vhAvkyf+GRI05wMX8+XHZZCCsUEZFIpQBDRCJOYHgx8uoGZw4uAJYvh65doVgxWLJEu42IiKQTl5DEtNU7yB8VxSNT1qSdL1OsIB/0b0K9yqUyf5P9+52xduVKeO89uOWWEFYsIiKRSgGGiESM9EtGMg0vYmKgfXuoXBnmzoUaNcJTqIiID5xMTOL6N79jzbZD/3hu0WNtOKdsseDe6NgxaN0aNm6EqVOhW7dcrlRERPIKBRgi4ntZ6nURqH59Zw32M8/A2WeHoVIREe9KSEpm6o/bWb8zll2H45i7YXfac+3rVOCJLnUolD+KqmcVybjPRXrFisENN0CLFtC2bQgqFxGRvEIBhoj4WpZ6XaT67DPo2BFKlIDx48NQpYiId1lrGTP3N177ZuM/nuva4Gyeu+ZCShTOxhanP/0EiYlOU+TBg3OhUhERyesUYIiI76TOuACCXy6S6j//gccfh6eegmefDWWZIiKeFpeQxMOfrGbW2r/Szp1TtigT+zelWpmiOXvzb7+FK66A6Gin70VWZmyIiIicgQIMEfGF04UWTaPLBD/rwloYNAhGj4ZevWDo0FCXLCLiWScTk7h30irm/ewsE6ldsTiv33gJ51UonvM3nzPH2W2kalX4/HOFFyIikmsUYIiIp52uv0XQoUWqpCS45x54800YOBDGjoV8QWz5JyISYT75YRtPz1jPsfiktHMrBrenXPFCuXSDT+Cmm6BePfjqK6hYMXfeV0REBAUYIuIxgTMtgKw35jydPXtgxgx48kkYMULfBopInpKUbNm09yhX/XcpcQnJAJQqUoBG1UrzdLd6uRdeWAsTJ0LTps6YW7p07ryviIhICgUYIuIZ6Rtypv7OdnBx4gQUKgSVKjnN5MqWzc1yRUQ8zVrLsOnreW/5n6ec//TOZjSuUSZ3b3b8OBQtCh9/7BwXzWEPDRERkdNQgCEirku/TCTohpwZOXgQrrwSmjSBl15SeCEiecquwyd45ssNaQ06a1Uozh2tanLVhZUpUjAXl9BZC088AV9/DYsXO7s7iYiIhIgCDBFxzen6W2R7tkWgv/6CTp3g55/hoYdyoVIREX9Yt+MwV7629JRzs+6/jLqVS+b+zZKS4K67nO2o77pLsy5ERCTkFGCIiCvSLxfJleACYMsW6NABdu7YN6NNAAAgAElEQVSEmTOdxyIiEWz7wePc8f5Kft4Ve8r5Z3rUp1O9ilQoUTj3bxof7zTrnDLF2Zb6mWfUX0hEREJOAYaIhFVIloukio+Hdu3gwAGYNw+aNcud9xUR8aA/9x+j6ytLTtlR5PyKJbi/XS26NjgbE8pA4cEHnfDihRfgkUdCdx8REZEACjBEJCxCtlwkUMGC8MorcM450KBB7r2viIiHTFi2mc9X72TNtkNp5wZfUYe+LaLJFxWmWRBPPAEtWsCNN4bnfiIiIijAEJEQC0twMX8+7NrlTGe+8srce18REQ/Ze+Qk/Sb8wNodhwGnMWfTmmV4tkeYAttdu2DsWBg+HKpXV3ghIiJhpwBDREImZH0uAn3+OdxwA9St6/zOr2FNRCJLcrKl+ehv+Cs2Lu3cB/2bcFmt8uErYvNmp6fQX39Bnz7OmCsiIhJm+qQvIiERGF7kap+LQBMmQP/+zlapM2cqvBCRiJKUbFm97SDXvLE87dywq+py9cVVKVWkQPgKWbcOOnaEuDhnxpvCCxERcYk+7YtIrkldLgKEpklnoJdfdrZI7dABpk6F4sVz/x4iIi7ZeegEzUd/c8q5VUM6cFaxguEtJCYGunSBwoVh8WKoXz+89xcREQmgAENEcuR0oUXT6DKhWzKS6uBBuOYa+PBDKFQoNPcQEXHBd5v2c8O47wCoWa4YQ6+qS+va5UO7q8iZxMVB5cowYwZER4f//iIiIgEUYIhItpyuOWfIQ4vkZNiyBWrWhGHDnON8+UJzLxERlwz5Yh0A55QtypyHWlEgX1T4i/jjDzj3XGjdGtas0VgrIiKeoABDRLIsLM0500tIgNtugzlzYP16qFhRH6hFJOI8/9Uv/L7nKMUL5WfRY23dKeKdd2DAAPj0U+jRQ2OtiIh4hgIMEQla+lkXIetvkd6JE3DddU6jzlGjnPBCRCSCHDoez3/m/MqHMVsBeOG6hu4UMmYMPPKI07SzQwd3ahARETkDBRgiEhRXZl0AHD4MV10FS5fC//4HAweG/p4iImHU+eXF/PLXkbTjD29vSovzyoW3CGthyBAYMcIJjD/4QP2FRETEcxRgiEimwrIl6pmMGAHLl8NHH0GvXuG7r4hIiMQlJPHIJ2tYtfUgOw/HpZ1/pENtejWpRoUShcNf1OLFznh7++1OWKxlIyIi4kEKMEQkQ66GFwDDh0P37tCiRXjvKyISIre/t4KlG/cB0LBaaaqWLsJTV9Shcuki7hXVujXMmweXXw5u7HYiIiISBAUYInJarvW7APjlF3jsMWcKc+nSCi9ExPd2HT5Bq+cXkJBk086tf7oTxQq5+FHs+HHo2xceegguvRTatXOvFhERkSAowBCRU5xue9Sw9bsAWLkSOneGqCjYscMJMEREfOjw8QTu/3gVm/YdZduBE2nnz6tQnNd6X+RueHHokNNfaNky6NLFCTBEREQ8TgGGiKSFFoB7wQXAokXOB+oyZWDuXKhVK3z3FhHJRdZaGg7/Ou24ROH89GlanSe71HGxqhS7dztB8fr18PHHcP31blckIiISFAUYInlc+t1FXAkuwAksrroKatZ0HlepEt77i4jkgr8Ox/HOss18te6vtHObR3XFeKWvxO7dcNllzgy3GTOgUye3KxIREQmaAgyRPMz1Bp2B6tSBK690ut+XC/P2gSIiOfTn/mN8sPxP3lq6+ZTz3z3ZzjvhBUDZstCypbPbSPPmblcjIiKSJQowRPKw1GUjroYXs2Y53wBWrQqffupODSIi2ZCQlMz8n3czfMaGU7ZDbXdBBV7pfRHF3exxkd7KlVCpElSuDO+843Y1IiIi2eKh/7OKSDhNitlKzOYDNI0u4054YS088wz8+9/OrIuBA8Nfg4hINsXGJXDrO9+zauuhtHP3X34e/VvWpFTRAi5WdhoLFkC3btCmjbNsRERExKcUYIjkQYFLR7o3cqHXRHKys23fq6/CrbdC//7hr0FEJBustUyM2cqQL9alnZt+bwsurOrRHZOmTYNeveDcc52wWERExMcUYIjkMa73vUhMdAKL99+HBx+EF190tkwVEfG4L3/ayb2TVqUdN6pWmnG3XEKFEoVdrCoD778P/frBJZc4y/XKlnW7IhERkRwJ6b8ajDGdjTG/GmM2GmOeOM3z1Y0xC4wxq4wxPxljuoayHhHxQN+Ln3+GKVOc5SNjxii8EBFf2LLvWFp4UaJwfr55pDVf3NPCu+FFQgK88IKzbGTePIUXIiISEUI2A8MYkw8YC3QAtgM/GGOmW2s3BFw2GPjEWvuGMaYuMAuoEaqaRMThSt+LhAQoUAAaNIBffoHqLu54IiKSBQlJybR5YSEAvZtUZ1TPBu4WlBFrnZluBQo4wUWpUlCokNtViYiI5IpQfvXZBNhord1krY0HPga6p7vGAiVTHpcCdoawHpE8bVLMVnq9uZwNu2LDf/N9+5zt+saPd44VXoiIT8zbsJtaT81OO/Z0eJGcDA88ADfcAElJUKGCwgsREYkooeyBUQXYFnC8HWia7pphwNfGmPuAYkD7072RMWYAMACguv7hIxK0STFb05aMxGw+ADizL8LauHP7dujQAbZsgbPPDt99Jcs01oqcKjnZcvv7KwAoW6wgy5643OWKMpCQ4PS7mDjRaZJsjNsVSQY03oqIZI/bTTx7AxOstS8aY5oBHxhj6ltrkwMvstaOA8YBNG7c2LpQp4jnBYYVqQJDi9TgIqxLR37/Hdq3h4MH4auvoHXr8N1bskxjrcjfkpMtN74VA0CDKqWYcV9LlyvKwIkTzk4jM2bAs8/CoEEKMDxO462ISPaEMsDYAVQLOK6aci5Qf6AzgLV2uTGmMFAO2BPCukQiTuDOIk2jy6SddyW0SHXwIFx2mTOleeFCuPji8NcgIpJFiUnJfPPLHgZ8sDLt3Af9m7hYURBuvBG+/BLGjoW773a7GhERkZAJZYDxA1DLGBONE1zcAPRJd81WoB0wwRhTBygM7A1hTSIRJXXWRepMC9d2Fjmds86CoUOhXTs4/3y3qxERydTGPUdoP2Zx2vG55Yvxxk2XULpoQRerCsLjj8N110Hv3m5XIiIiElIhCzCstYnGmHuBOUA+4B1r7XpjzHBghbV2OvAIMN4Y8xBOQ8/brLWaRieSgYz6WngivJg9G0qWhBYt9E2giPhCcrJl5KyfeWvpZgDqVCrJ453Pp+35FVyuLAPbtsHMmXDnnXDppc6PiIhIhAtpDwxr7SycrVEDzw0NeLwBaBHKGkQizbTVO9iwK5a6lUp6K7gA+OgjuOUWp9fF3Llagy0innckLoEGw75OOx58RR36t4zGeHn8+u03pznyoUPQo4caJIuISJ7hdhNPEclE+uacqeHF5IHNXKzqNN54A+65x+l7MXWqwgsR8byTiUm0en5B2vGX97WkfpVSLlYUhFWroFMn5/HChQovREQkT1GAIeJhp2vOWbdSyfBug5oZa2HUKHjqKbjySvjkEyhSxO2qREQytOvwCZqN+ibteNPIrkRFeTx4XbLEGWdLl3ZmudWu7XZFIiIiYaUAQ8SjAsMLTzXnTM9aWL3a6YL/7rtQoIDbFYmInNbx+ESOxCWy5Pd9PDplDQCFC0SxemhH74cX4GxNXbkyfP01VKuW+fUiIiIRRgGGiAf5IrxITHS2Si1fHiZOhPz5ISrK7apERE5r1tpd3P3hj6eca1azLBNvb0o+r4cXf/3lLBXp188JiwsVcrsiERERVyjAEPEYX4QXJ09Cnz7w88+wcqWWjIiIZ1lrGTJtHRO/2wrAZbXKcVmtcrSuXYHzzy7hcnVBeP11eOwxWLQIGjdWeCEiInmaAgwRDzjd1qieDS+OHnW63s+fDy+9pPBCRDztnkk/MmvtXwCM7XMxV1xYyeWKgmQtjBgBQ4bAVVdBvXpuVyQiIuI6BRgiLkvfqNNzW6MGOnAAunaFFStgwgS49Va3KxIROaOkZJsWXnz/VDsqlCjsckVBshYefRTGjIGbboJ33lF/IRERERRgiLjKF8tFAt1zj7OF36efOrMwREQ8bOSsnwHo2uBs/4QXAJMmOeHFfffByy+rv5CIiEgKBRgiLvFdeAHOkpG77oJWrdyuREQkQycTk/hkxTYAxlzfyOVqsqh3b6fXxTXXgPF4g1EREZEwUqQv4gJfhRdr18KAAc6uI2efrfBCRDwvNi6BOz9YyZG4RMoWK0jhAvncLilzR444y/K2bnVmXFx7rcILERGRdDQDQySMUpt1er5RZ6rly52eF8WKwc6dUN3DtYqIAJv3HaPtCwvTjj+7q7l7xQRr/35nrF25Erp311grIiJyBgowRMJo2uodbNgV6+1Gnam+/hquvhoqV4Z58/SBWkQ87a/DcVz7v2/ZfvAEAOWKF2Tx420pWtDjH3V27ICOHeGPP2DqVOjWze2KREREPMvj/1cXiTx1K5Vk8sBmbpeRsalT4YYboG5dmDMHKlZ0uyIRkdPad/Qk3f+7jB2HTqSde+G6hlx7SVUXqwrS5s1w+eWwbx/Mng1t27pdkYiIiKcpwBAJg9SlIxt2xVK3Ukm3y8lc1arQrh189BGULu12NSIiZ9R/wg9p4cXz11xIj4uqUDC/T1p8lSkDtWrBlCnQuLHb1YiIiHieAgyRMAgML7o3quJ2OWf27bfQvDk0aeJ8Gygi4lFHTyby5NS1rNl+GICNI7qQP59PgotVq+D886FUKWe5noiIiARFAYZIiKTOugDSwgvPLh2xFp58Ep57DmbOdJrJiYh40NgFG/nPnF9POfdsj/r+CS/mzHH6C/XtC2PHul2NiIiIryjAEMll6XcaaRpdxtszL5KS4O67Ydw4uPNO6NTJ7YpERP7hZGIST8/YwKSYrQA0qFKKRtVK83S3ekRF+WS70U8+gZtugnr1YOhQt6sRERHxHQUYIrloUsxWBn2+FsAfO43Ex8PNNzsfqgcNgmefBeOTfwiISJ7x5U87uXfSqrTjz+5qxiXnlHGxomwYPx4GDoQWLWDGDPUXEhERyQYFGCK5JDC8GHl1A28HF6kWLHCax73wAjzyiNvViIic4tjJRF6e9xvjl2wGoEv9s3mgfS0uONsHzZADHToETz0FXbo4Y27Rom5XJCIi4ksKMERyKP2SEV+EF9Y6My06dYJ165ztUkVEPMJay+3vrWD+L3vSzj3YvhYPtq/tYlXZYK3zu3RpWLYMatSAAgVcLUlERMTPFGCIZNPpel14fskIwF9/QffuTsPONm0UXoiIZ1hr+X3PUXqMXcbx+CQA7m5zLr2bVKdaGZ/NWkhKcvoKVazoLM+rVcvtikRERHxPAYZIFvk2uADYvBk6dHBCjIQEt6sRETnF+8v/5N/T16cdL3qsDeeULeZiRdl08qTTX2jKFGfpSOqsNxEREckRBRgiWTRt9Q427Ir1V3ABsH49dOwIJ07AvHlw6aVuVyQikmbT3qNp4cXIqxvQ61/VyOeX3UUCHTsGPXvC11+rv5CIiEguU4AhkgWTYrYSs/kATaPLMHlgM7fLCd6mTdCqFRQqBIsXQ/36blckIpJm56ETXP7iIgDubXuef4Lh9JKToWtXWLoU3n4b+vVzuyIREZGIEuV2ASJ+Mm31DgC6N6riciVZVKMG3HGH86Fa4YWIeMih4/E0H/0NAMUK5uOuNue6XFEOREU5W6VOmaLwQkREJASCmoFhjCkIVLfWbgxxPSKelNr3InXpiG++HZwxAxo0cAKM0aPdrkZcpHFcvCghKZlGw+cCcFbRAqwa2tHlirJp0ybYsAGuvBL69HG7GhERkYiV6QwMY8wVwFpgbspxI2PM56EuTMQrJsVsZdDna4nZfIC6lUr6Z/bFu+9Cjx5OAznJ0zSOixdZa7nl7e/TjmMGtXexmhxYtw5atnRmuR0/7nY1IiIiES2YGRjDgabAAgBr7WpjzHkhrUrEA9LvNjLy6gb+mXnx0kvw8MPOjiNvvul2NeI+jePiKSfik6gz9Ku04/VPd6Jgfh+uao2JgS5doHBhmDsXivpsq1cRERGfCSbASLDWHjKnbv9lQ1SPiCekzroAn22Tai0MHQrPPgvXXgsTJzqNOyWv0zgunnH4RAINn/467XjRY20oVsiHPcXnzXNmuVWs6DyOjna7IhERkYgXzCeGn40x1wNRxpho4H7gu9CWJeIOX8+6AIiLg9mzoX9/Z+ZFvnxuVyTeoHFcPCEhKZm2LywEoHKpwix4rA2F8vt0nJo7F2rWhDlzoFIlt6sRERHJE4KZr3kvcAmQDEwFTgIPhLIoETcE9rpoGl3GX+FFQoKz9rpIEViwAMaPV3ghgTSOi+s27ztGradmc+BYPADT7m3pz/Di8GHn9+jRsGyZwgsREZEwCmYGRidr7f8B/5d6whjTE+dDsIjv+X7WxfHjcP31kJQEM2dCiRJuVyTeo3FcXLX/6Mm0mRcAvz7b2Z/hxZgx8MIL8N13UL26xlsREZEwC2YGxuDTnNO2BhIRfD3rApxvAjt3hlmz4OqrIcqHTfAkHDSOi2uSki2XPDsPgLbnl2fjiC7+Cy+shcGD4ZFHnB1Hzj7b7YpERETypDPOwDDGdAI6A1WMMWMCniqJMw1ZxJdSZ1wA/p11AbBnD3TqBOvXw0cfQa9eblckHqNxXLxg9rpdaY/f7dvExUqyKTkZ7r0X3njD2Sr1jTe0RE9ERMQlGS0h2QOsA+KA9QHnjwBPhLIokVCatnoHG3bFUrdSSX/tMBLIWmeXkV9/henTnVkYIv+kcVxcExuXwLBp65m6ygmMv7yvpcsVZdMLLzihxeOPO30vTt3NR0RERMLojAGGtXYVsMoY86G1Ni6MNYmEROrMi9TwYvLAZm6XlH3GwKuvwrFj0KKF29WIR2kcF7ccPBbPRc/MTTt+sssF1K9SysWKcuDuu52tUm+91e1KRERE8rxgmnhWMcaMAOoChVNPWmtrh6wqkVyW2usCSJt14UsrV8JXX8FTT0GjRm5XI/6hcVzCZsnve7n57e8BKJDPsOyJy6lQonAmr/KYQ4dgyBAYNQqKF1d4ISIi4hHBBBgTgGeBF4AuQF/AhrAmkVwVGF74stdFqoULoVs3KFPG+UbwrLPcrkj8YwIaxyWEFvy6h6emrmXn4b8n+jQ+5yw+GnApBfL5rLnw7t3Osrz1653myJdf7nZFIiIikiKYTxVFrbVzAKy1f1hrB+N8ABbxhdSGnb4OL1L7XFSrBsuWKbyQrNI4LiEz+Yet9H33B3YejqNiyUKULVaQjwdcyqd3NfdfePHnn84uI7/9BjNmKLwQERHxmGBmYJw0xkQBfxhj7gR2ANr4XDwvsOdF0+gy/g0vJk6E226Diy+G2bOhbFm3KxL/0TguuS4p2TL4i3V89P1WAN7v14RWtcu7XFUO/PILtG/v9BaaOxeaN3e7IhEREUknmADjIaAYcD8wAigF9AtlUSK5IbBhp297XgAUKABt28LUqVBC/+aUbNE4Lrlq/c7DXPHq0rTjdhdU8Hd4AVCwIFSoABMmwIUXul2NiIiInEamAYa1Nibl4RHgZgBjTFD/GjTGdAZeAfIBb1lrR5/mmuuBYTjrsddYa/sEVbnIGUTEbiPWwoYNUK8e9OoF11+vrfsk23Iyjoukd+BYfFp4kT/KsHJwB0oVLeByVTmwYQPUqQM1azqNkjXWioiIeFaGi1ONMf8yxvQwxpRLOa5njHkfiMnodSnX5gPG4qyzrgv0NsbUTXdNLeBJoIW1th7wYPb+DBEnuOj15nIGfb6WmM0H/DvzIjkZHnwQLroI1qxxzukDtWRTTsZxkfSW/r6Pi1O2R72iQSU2juzq7/Bi+nRned6LLzrHGmtFREQ87YwzMIwxo4BrgDXAYGPMl8DdwHPAnUG8dxNgo7V2U8r7fQx0BzYEXHMHMNZaexDAWrsnO3+E5G2pMy5iNh8A/t4m1Zc9LxISoH9/+OADJ8Ro0MDtisTHcmEcF0lz7GQiN73t5F5XNKjE2BsvdrmiHHr/fejXDy65BPr2dbsaERERCUJGS0i6Aw2ttSeMMWWAbUCD1EAiCFVSXpNqO9A03TW1AYwxy3CWmQyz1n6V/o2MMQOAAQDVq/vwH6USUoGNOn0bXADExTnLRaZPh2eegaee0reBklNZGsc11srpJCdbnpvzC28ucv6zaXzOWf4PL155xQmJL78cvvhC/YUk7DTeiohkT0ZLSOKstScArLUHgN+yEF4EKz9QC2gD9AbGG2NKp7/IWjvOWtvYWtu4fHmfNwmTXDUpZmvacpHJA5v5N7wAeO89J7x47TUYPFjhheSGLI3jGmvldL75ZU9aeFGqSAE+HnCpyxXl0KZN8Pjj0KMHzJyp8EJcofFWRCR7MpqBUdMYMzXlsQGiA46x1vbM5L13ANUCjqumnAu0HYix1iYAm40xv+EEGj8EU7zkbZNitjLo87UA/ux1kd6AAU7n+2Y+bDoqXpXTcVzysD1H4njmy5+ZsWYnADPvb0m9yqVcrioX1KwJS5Y4vS/yB7MZm4iIiHhFRv/nvibd8X+z+N4/ALWMMdE4wcUNQPodRr7AmXnxbkqDudpAbs/ykAg1bbWTh428uoF/Z15s3w633ALjxsF55ym8kNyW03Fc8rAmI+b//bhGGX+HFwkJcMcd0LEj9OkDTZq4XZGIiIhkwxkDDGvt/DM9FwxrbaIx5l5gDk5/i3esteuNMcOBFdba6SnPdTTGbACSgMestftzcl+JfIHbpDaNLuPf8OK336BDBzh0CHbvdgIMkVyU03Fc8q7UgBjg12c7Uyh/PheryaETJ5z+QjNmwPnnu12NiIiI5EBI505aa2cBs9KdGxrw2AIPp/yIZOhMu4340urV0KkTWAsLFjhTmUVEPOCJz37i4x+cHtwT+v7L3+FFbCx06waLF8Prr8Ndd7ldkYiIiOSAFn+KLwT2u/D9biOrV0Pr1lCqFMybB7Vru12RiORxa7cf5u5JK9l24ETauXdv+xdtzq/gYlU5dOKEs8vImjXw4YfQu7fbFYmIiEgOBR1gGGMKWWtPhrIYkfTSz7rwdb+LVLVqOd3vn30WqlXL/HqRXKJxXNI7Hp/I9W8uZ92O2LRzDauV5ulu9WhU7R+bgvlLkSLO7Ivhw6FrV7erERERkVyQaYBhjGkCvA2UAqobYxoCt1tr7wt1cSKBvS58PesCnO36WrVytux77z23q5E8ROO4nM6GnbF0fXVJ2vFD7WvzQPtaLlaUS379FY4fh4sugqFDM79eREREfCOYGRivAlfi7BiCtXaNMaZtSKsSCVC3UkkmD/T57hxvvAH33AOPPgrPP+92NZL3aByXf3h6xvq0x3+M7Eq+KONiNbnkxx+hc2eoUAF++gmiotyuSERERHJRMP9nj7LW/pnuXFIoihFJNSlmK73eXM6GXbGZX+xl1sKIEXD33XDFFfD0025XJHmTxnE5xYotB4jZfIALq5Ziy+grIiO8WLwY2rZ1lo5MnarwQkREJAIFMwNjW8r0Y2uMyQfcB/wW2rIkr4qonUashccegxdfhJtugnfegQIF3K5K8iaN4wKAtZY7J65kzvrdAPTw6/ia3syZcO21UKMGfP21+guJiIhEqGACjLtwph9XB3YD81LOieS6iOp5sXcvfPQR3HcfvPyyvg0UN2kcFwD+t2hTWnhxe8to+rWMdrmiXGAtjB8P9erB7NlQvrzbFYmIiEiIBBNgJFprbwh5JZLnTYrZSszmAzSNLuPvnhfx8ZA/v7MG+8cfnd8mAqZni59pHBcAvv1jHwArBrenXPFCLleTC+LioHBhmDQJEhOhZEm3KxIREZEQCuYr4R+MMbOMMbcaY0qEvCLJkybFbGXQ52sB/LtkBODoUWe7vkcecY4rVlR4IV6gcVwAWLbRCTB8H15Y62xF3aIFxMZC0aIKL0RERPKATAMMa+25wLPAJcBaY8wXxhh9kye5atrqHQCMvLqBf5eNHDgA7dvDwoXQqJHb1Yik0Tguf+4/RseXFpFsoWPdim6XkzPJyU5IPGQI1K3rNO0UERGRPCGoRfnW2m+ttfcDFwOxwIchrUrylMClI74NL3buhFatYNUq+PRTuPVWtysSOYXG8bwpISmZRsO/pvV/FvLb7qMADGx9rstV5UBiIvTvDy+95PQXeu89NUcWERHJQzLtgWGMKQ50B24A6gDTgOYhrkvyiIhYOpKY6My82LbNaSB3+eVuVyRyCo3jedexk4kcOp4AwKieDejVuBpRft4y9fHHYcIEGDYMhg7VEj0REZE8JpgmnuuAGcDz1tolIa5H8pDA8MLXS0fy54fRo6FSJfjXv9yuRuR0NI7nURt2xQIw9Mq69G7i0zE20IMPOstGbr/d7UpERETEBcEEGDWttckhr0TylIgIL779FrZsgT59oFs3t6sRyYjG8Txq3OJNANSr7OMGl/v3w9ixMHgwVK+u8EJERCQPO2OAYYx50Vr7CPCZMcamf95a2zOklUlE833TzjlzoGdPOOccuPZaKFjQ7YpE/kHjeN62ZtshFv66F4BLzjnL5WqyaccO6NgR/vgDuneHhg3drkhERERclNEMjMkpv/8bjkIk7/B9084pU+DGG51pzHPmKLwQL9M4nkdt3neM7mOXATDkyrrkzxdUz25v2bgROnRwZmB89ZXCCxERETlzgGGt/T7lYR1r7Skffo0x9wLzQ1mYRCbfN+186y0YOBCaNYMvv4TSpd2uSOSMNI7nTb/tPkLHlxYDULdSSfq3jHa5omxYswY6dXKaJH/zDTRu7HZFIiIi4gHBfCXT7zTn+ud2IRL5IqLvxbZtzofqr79WeCF+onE8jzh4LD4tvGh7fnlmPXCZyxVl06FDULIkLFmi8EJERETSZNQDoxfOlnvRxpipAU+VAA6FujCJLL4OL6x1govq1Z2t+5KSnJ1HRDxO43je89OOwwBccHYJ3u3bxOVqsmHrVmesbXmF/6gAACAASURBVN0aNmzQWCsiIiKnyOiTwffAfqAqMDbg/BFgVSiLksji6/AiKQnuvhs++wx++gkqV9YHavETjeN5xL6jJ2k2aj4JSU6v1lE9G7hcUTZMngy33AKTJsE112isFRERkX/IqAfGZmAzMC985Uik8XV4ER8PN93kNO0cNAgqVXK7IpEs0TieN+yJjaPXuO/SwotrL6lKvcqlXK4qi8aNgzvvhBYtoH17t6sRERERj8poCckia21rY8xBIHD7PQNYa22ZkFcnvufb7VKPHXO+AZwzB/7zH3j0UbcrEskyjeOR79OV23l0ypq04w3DO1G0oM9mLoweDU8+CV27OoFx0aJuVyQiIiIeldGnnLYpv8uFoxCJXL7cLnXkSJg719l1pL96HYpvaRyPUIlJyVz+4iK2HjgOwDUXV2XIlXX8F14sX+6EF717w3vvQYECblckIiIiHpbREpLklIfVgJ3W2nhjTEvgQmAiEBuG+kTcMXgwXH45tGvndiUi2aZxPHINmbYuLbyY2L8pLWv5NKNq1gxmzXJ2d4oKZmM0ERERycuC+bTwBWCNMecC7wK1gEkhrUoiwqSYrcRsPuB2GcHbvNlZNnLoEBQpovBCIonG8Qgyd8NuPvp+GwBLHm/rv/Di5Em47Tb47jvnuEsXhRciIiISlGA+MSRbaxOAnsBr1tqHgCqhLUv8LrB5Z/dGPvjPZf16aNkSFiyALVvcrkYkt2kcjxB7jsRxx/srAHit90VUK+OzfhHHjkG3bs5ykR9/dLsaERER8ZlgAoxEY8x1wM3AlynntEhVzsh3O4/ExECrVmAtLF4MjRq5XZFIbtM4HiEemrwagIolC3FVw8ouV5NFBw5Ahw4wbx68846zRbWIiIhIFgQTYPTDaQT3vLV2kzEmGvgotGWJn/lq55ElS5ylIqVLw9KlUL++2xWJhILG8QgQn5jMso37AVjy+OUuV5NF+/dD69awciV8+in07et2RSIiIuJDmQYY1tp1wP3ACmPMBcA2a+2IkFcmvuabnUeio6FtWye8qFnT7WpEQkLjuP9Za+k93ukZ0adpdQrm91nPiFKl4OKLnYadV1/tdjUiIiLiU5l+AjLGXAZsBN4G3gF+M8a0CHVh4k++adz5zTeQlARVq8KMGVCpktsViYSMxnH/23vkJCv/PAhAnyY+CIdTrV8PO3dC/vxO3ws1RxYREZEcCOYrnJeArtbaFtba5sAVwCuhLUv8yDeNO196yfkQ/frrblciEi4ax30uNbwYcXV96lcp5XI1QfruO7jsMi0XERERkVwTTIBR0Fq7IfXAWvszUDB0JYkf+aJxp7UweDA8/DBcdx0MGOB2RSLhonHcx2LjErjrQ2fHjiqli7hcTZDmzYP27aFMGfjf/9yuRkRERCJE/iCu+dEY8z9gYsrxjcCq0JUkfuOL8CI5Ge67z5l1cfvtzgfqfPncrkokXDSO+1RSsuXCYV8D0Pb88rQ5v4LLFQVh6lTo3RsuuADmzIGzz3a7IhEREYkQwczAuBPYBDye8rMJGBjKosQ/fBFeAPzyC7z7Ljz2GIwbp/BC8hqN4z5zMjGJaat3cO6gWWnn3ry5sYsVBSkxEZ5+Gho3hoULFV6IiIhIrspwBoYxpgFwLvC5tfb58JQkfuL5LVOTkpywom5dWLdOO41InqNx3H+stVww5Cus/fvcr8929v7OI0lJTrPOOXOgRAkoVsztikRERCTCnPHTkDFmEPAFzlTjucaYfmGrSnwhdccRz26Zeviws0Xq+PHOscILyWM0jvtPcrKl6cj5WAvFCuZj+r0t2DL6Cgrl9/CsMWvhqafg+uudGRhnn63wQkREREIio69zbgQutNZeB/wLuCs8JYlfpM6+8OSOI7t3Q5s2sHw5lCzpdjUibtE47jNH4xPZc+QkALMfaMWFVUu7XFEmkpLg7rth5EgoWxaMcbsiERERiWAZLSE5aa09BmCt3WuM8fjcVQknT8+++PNP6NABtm+HGTOgc2e3KxJxi8Zxn1m/IxaAwVfUoXrZoi5Xk4n4eLj1Vvj4Y/i//4NRoxRgiIiISEhlFGDUNMZMTXlsgHMDjrHW9gxpZeJpnp19ERsLLVvCkSMwdy60aOF2RSJu0jjuMxv3HgWgXuVSLlcShL59nfBi9GgnwBAREREJsYwCjGvSHf83lIWIP0yK2cq01TvYsCvWm7MvSpaExx+HVq2gYUO3qxFxm8ZxnzhwLJ6ery9jy/7jANSuWNzlioJw771On6Hbb3e7EhEREckjzhhgWGvn5/TNjTGdgVeAfMBb1trRZ7juGuBT4F/W2hU5va+ERuCWqU2jy3hr9sXChVCwIDRvDvfd53Y1Ip6QG+O4hN7GPUdoP2Zx2vGAVjUpW7yQixVlYPdu+PJL6N8fmjVzfkRERETCJMNtVHPCGJMPGAt0ALYDPxhjpltrN6S7rgTwABATqlok5wLDC89tmTp9utP9vnFjWLJEa7BFxDeOxyeeEl5sGtmVqCiPjmFbtjj9hXbuhE6doGpVtysSERGRPCaUDd2aAButtZustfHAx0D301z3DPAcEBfCWiQHPB1efPAB9OwJF14I06YpvBAR34hLSKLu0DkANKxWmi2jr/BueLFhg9NfaN8+p7+QwgsRERFxQdABhjEmq/NZqwDbAo63p5wLfM+LgWrW2pmZ3HuAMWaFMWbF3r17s1iG5ISnw4tXX4VbboHWrWH+fGcLPxE5o8zGcY214XMiPokLhnyVdjzp9qYuVpOJH35w+golJsKiRc5SPRHJEY23IiLZk2mAYYxpYoxZC/yectzQGPNaTm+csp3fGOCRzK611o6z1ja21jYuX758Tm8tWZC624jnwgtrneUiPXrAzJlQooTbFYl4VrDjuMba8EhOttQZ+nd4sWlkV4oVCtmKzpxbtw5KlYJly5zZbiKSYxpvRUSyJ5gZGK8CVwL7Aay1a4C2QbxuB1At4LhqyrlUJYD6wEJjzBbgUmC6MaZxEO8tYTApZisxmw94a7eR5GQ4cMBZKvLhhzBlChQu7HZVIl6X3XFcQmDRb39/2/rrs529u2xk3z7nd9++sHYtnHuuu/WIiIhInhdMgBFlrf0z3bmkIF73A1DLGBNtjCkI3ABMT33SWnvYWlvOWlvDWlsD+A7opl1IvCFw6YhndhtJSIDbbnPWYR896uw6kt/D31qKeEd2x3HJZbPW7qLvhB8A+PK+lhTKn8/lis7g/fchOhq+/945LlrU3XpERERECC7A2GaMaQJYY0w+Y8yDwG+ZvchamwjcC8wBfgY+sdauN8YMN8Z0y1HVElKe7HsRFwfXXus07bzxRihWzO2KRPwkW+O45L4HJ68GoEv9s6lfpZTL1ZzBK6/ArbfCpZdC3bpuVyMiIiKSJpivr+/CmX5cHdgNzEs5lylr7SxgVrpzQ89wbZtg3lNCy5PhRWwsdO/uNI8bOxbuvtvtikT8JtvjuOSenYdOEJ+YTJ1KJXnjpkvcLuefrIVhw2D4cGd3p0mToFBW+3eLiIiIhE6mAYa1dg/O8g+JcJ4MLwDuvx+WLoWJE6FPH7erEfEdjePesOPQCQB6N6mWyZUu+fRTJ7zo2xfGjdMSPREREfGcTD+dGGPGAzb9eWvtgJBUJK7wbHgBMGqUE1x07Oh2JSK+pHHcG25+OwaA8yoUd7mSM+jZ8++g2Hi0saiIiIjkacH0wJgHzE/5WQZUAE6GsigJP89tl/rbb3DPPZCYCJUqKbwQyRmN4y77bOV24hKSAWh+bjmXqwlw4gQMHAhbt0K+fE6PIYUXIiIi4lHBLCGZHHhsjPkAWBqyiiTsPLdd6qpV0KmT8/jhh7V1n0gOaRx3j7WW//vsJz5ZsR2Ap7vVc7miALGx0K0bLF4MrVo54YWIiIiIh2VngWs0UDG3CxH3pM6+8MR2qUuWwJVXQqlSMG+ewguR0NA4Hib/mfNrWngxsX9TWtbyyOyLvXuhc2f46Sf48EPo3dvtikREREQyFUwPjIP8vXY6CjgAPBHKoiR8PDX7YvZsZw32OefA3LlQzaON7kR8RuO4O37bfYTXF/4BwIJH2xBdziPbP2/fDu3bw59/wrRp0LWr2xWJiIiIBCXDAMMYY4CGwI6UU8nW2n80ghP/8tTsi7JloWlTmDIFypd3uxqRiKBx3D2vzPsdgDtbn+ud8AKgRAmnt9D48XDZZW5XIyIiIhK0DJt4pnzInWWtTUr50YfeCOKZ2RcrVzq/mzSBBQsUXojkIo3j7jgRn8TMtbsAeKhDLZerSbF+vdO0s1Qp+OYbhRciIiLiO8HsQrLaGHNRyCuRsHN99oW1MGIENG4M06c759T9XiQUNI6H2cCJTjDbo1FlCuXP53I1OI06mzeHBx5wjjXWioiIiA+dcQmJMSa/tTYRuAj4wRjzB3AMMDhf6l0cpholhFybfWEtPPoojBkDN90EXbqEvwaRCKdx3B0fxvzJ4t/2AjDi6gYuVwPMnAnXXgs1asCQIW5XIyIiIpJtGfXA+B64GOgWplokr0hMhAED4N134b774OWXISqYyUAikkUax8MsLiGJpz5fB8D7/ZpQrFB2NvvKRZMmwa23QsOG8NVXUM4ju6CIiIiIZENGn6wMgLX2jzDVImEwKWZr2tKRDbtiqVupZPiLWLTICS/+/W/nR1OZRUJF43iYbdxzFIBrL6lKq9ou9/M5cgQeeghatnR2GynpwngvIiIikosyCjDKG2MePtOT1toxIahHQmza6h1pwUXdSiXD2//CWiesaNcOVq2CRo3Cd2+RvEnjeJgdPB4PQMe6Fd0rIrVPa4kSTmBcowYULuxePSIiIiK5JKMAIx9QnJRv8CRy1K1UkskDm4X3pvv3wzXXwLBh0KaNwguR8NA4HkaJScnc/Pb3ABQv7NLSkeRkp79QsWLwzDNwwQXu1CEiIiISAhl9wtplrR0etkok5AK3TQ2rnTuhY0fYuBFiY8N7b5G8TeN4mJyIT6LO0K8AKFYwH81qlg1/EYmJcMcdMGEC3H//37PeRERERCJEpj0wJHK4sm3qxo3QoQPs2wezZ0PbtuG7t4hoHA+T/u/9kPZ4+aB2mHAHB3Fx0Ls3fPEFPP20s9uIwgsRERGJMBkFGO3CVoWEXODsi7Btm7ptm9M8LjERFiyAxo3Dc18RSaVxPAwSk5L59o/9AGwe1TX84YW10KMHzJkDr7zizL4QERERiUBn3LvSWnsgnIVIaLky+6JKFbjxRliyROGFiAs0jofH/R+vAqBTvYrhDy/AmWlx883w/vsKL0RERCSiubxBvYRT2GZfzJsHtWrBOefAiy+G/n4iIi6JS0hi1tq/ABhzfZibE+/YAT/9BF26OGGxiIiISIQ74wwMiRypy0fC4pNPoGtXpwu+iEgEOx6fyAVDnMadN196DsUKhfE7gY0boUULuOUWOHIkfPcVERERcZECjAg3KWYrgz5fC4Rh+cj48XDDDdC0qfNYRCSCPTx5DQDlihfkya5h3K50zRqnv9DRo05z5BIlwndvERERERcpwIhggeHFyKsbhHb5yPPPw4AB0Lmz00iudOnQ3UtExGU7Dp3gq/XO0pEP+jelaMEwzb749lto0wYKFFB/IREREclzFGBEqLCGFydPOktHbrjB2cKvaNHQ3UtExANenfc7AM9d04A6lUqG78YzZkD58rB0KdSpE777ioiIiHiAmnhGoLCFF0lJEB8PRYo4jTtLlIB8+UJzLxERj7hr4kpmr3NmX7SvUzE8Nz12DIoVgxEj4PHH4ayzwnNfEREREQ/RDIwIlLplakjDi/h46N0bevZ0gozSpRVeiEjE23noRFp48dldzSlbvFDobzpuHJx/Pvz5J0RFKbwQERGRPEsBRgSZFLOVXm8uZ8Ou2NBumXrsGFx1FUyZAu3bK7gQkTyj+ehvABjU9QIuOScMQcLo0TBwIDRs6CwdEREREcnDtIQkQgQuG2kaXSZ0O44cPAhXXAExMfD229CvX2juIyLiMfN/3p32+I7Laob2ZtbCE084DZJ794b33nMad4qIiIjkYQowIkBYG3Zefz2sXOnMvujZM3T3ERHxkORkS//3VgAwoe+/MMaE9oavvuqEF3ffDa+95iwdEREREcnjFGD4XFjDC/6/vfsOk6o8+zj+vWm7IoJSRRZkkSJ91aWKoAEUFCmCFEUEUYO9xBgMFjS+EV+TGFHUKOQ1EVkQRCACVopAEAWlS1MEFlBXpBn68rx/nIEssMDM7rQz8/tc114758wp97OzezPc8xS8N9TbtnlDR0REksS/lm4BoEn1c7i8TsXI3/CWWyAlxRs+EuliiYiIiIhP6CMdn4vKhJ3Ll8Ozz3qPL7pIxQsRSSq5hx33jV0MwKPX1IvcjX75BR56yPt+1lkwaJCKFyIiIiJ5qIDhY2MWbGTB+p8jO2HnggXQujW88AL89FNk7iEiEsfGLNgAQP3zStO46tmRucnPP0P79vD88zBnTmTuISIiIuJzKmD42JHeFxGbsPPjj6FtW2/JvnnzoHz5yNxHRCSOTVrsDR/5Q9cGkbnB1q3Qpg18+SVMmAAdO0bmPiIiIiI+pwKGT0W898W773qrjdSoAXPnQnp6+O8hIhLnHp+8nEUbttMsvSwXV4vAsqnr10OrVt73adOgW7fw30NEREQkQWgST5+KeO+LffugSRP417+8HhgiIklm0Ybt/HO+N3wkYsP0Dh+GM86AGTOgadPI3ENEREQkQagHhg9FtPfF2rXe9z594NNPVbwQkaTVd+QCAG5tlR7+YvHateAcXHABLF2q4oWIiIhIEFTA8KGI9L5wDh59FOrX98ZhAxTRr4eIJKfcw469B3NpnFaGRzuFeeWRjz7yVnQ6srqTcq2IiIhIUDSExEfGLNjI5MWbWbl1V3h7Xxw+DHffDa+8ArfdBo0bh+e6IiI+dDD3MLWGTAegatmS4b34O+94Pdzq1oX+/cN7bREREZEEp499fORI8aJe5dLh631x4ADceKNXvHj4Yfjb36Bo0fBcW0TER5xz/PXjNUeLFwDP9QhjQXfUKOjZ05tfaNYsOPfc8F1bREREJAmoB4ZP5J33YtyvW4TvwqNHw9ixMGwY/O534buuiIiPLPh2G71e++zo9sXVzmbMbc1JLR6mgu7GjXDnndC+vdcL48wzw3NdERERkSSiAoZPRGzVkQEDvKVSL788vNcVEfGJFVt2Hi1eNK9Rlqe7NqRmxVLhvUm1at5KI02aQIkS4b22iIiISJKI6BASM+tgZqvNbJ2ZDc7n+QfNbKWZLTWzT8zs/EjG43dhm/fihx+gY0dYtw7MVLwQkaS1c89Brhk+F4D655XmzYHNwle8yM2Fu+6CMWO87UsvVfFCREREpBAiVsAws6LACKAjUA/oY2bHT+X+FZDpnGsETAD+N1Lx+NmR4SNhsWEDXHYZzJ7tPRYRSWJTlni921peUI6p915G8aJh+mfxwAHo2xdefhlWrAjPNUVERESSXCR7YDQF1jnnvnXOHQDGAl3yHuCcm+mc2xPY/AxIi2A8vjRmwUZ+/+4yIAzDR77+Glq1gpwcbxm/tm3DEKGIiD/t3neQxyZ7xYXnrg/jZJ179kDXrt78Qs8+C//zP+G7toiIiEgSi+QcGFWATXm2s4Fmpzh+IDD9FM8npSNzX/yxW8PCDR9ZsQLatIFixbzeF40ahSlCERF/emKKV7xonFaGKmefEZ6L7t8PV14J8+fD66/DrbeG57oiIiIiEh/LqJpZXyATeO4kz99uZgvNbGFOTk50g4uhvCuPFHrui+rVvdnv585V8UJE8pVMuXbrzr1M/NIrEL9756Xhu3BKite7bdw4FS9E5KSSKd+KiIRTJAsYm4GqebbTAvuOYWbtgCFAZ+fc/vwu5Jx7zTmX6ZzLrFChQkSCjTdhGzoyYwbs3u0t2ZeVBTVrhilCEUk0yZJrDxw6TItnZgDQrm4lihSxwl90wwZYvNh7/OST0KNH4a8pIgkrWfKtiEi4RbKA8QVQy8zSzawE0BuYkvcAM7sI+Bte8eLHCMbiK3mLF4UaOvLmm15X5scfD2N0IiL+Nn35VgAqnpXC6/0uKfwFV670Vhjp1ctbeUREREREIiJiBQzn3CHgbuAD4GvgbefcCjN7ysw6Bw57DigFjDezxWY25SSXSxphK14MHw79+nlLpD71VPgCFBHxufvGej0l3rmjJWaF7H3xxRfQurVXuBg/HooWDUOEIiIiIpKfSE7iiXNuGjDtuH2P53ncLpL395uwFC+c87ovP/kkdOvmDRtJSQlzpCIi/vT+8u+PPq5atmThLjZzJnTuDBUqeCs7XXBBIaMTERERkVOJi0k8xROWFUe2bYPXXoP+/eHtt1W8EBHJ468frwHgvXtaFf5iL70E55/vTY6s4oWIiIhIxEW0B4YEr9Arjhw6BEWKQPnysHAhnHuuty0iIgA451j1/W7Kl0qhQZUyBb/QgQNQooQ3z9C+fVC2bPiCFBEREZGT0v9w40ChVxzZuxeuuw4efNDbPu88FS9ERPI4lHuY9Ee8EY01K55Z8Au98AK0bAm7dkHJkipeiIiIiESR/pcbBwo1dGTXLujYEd57D2rXjkB0IiL+9+HKH44+Hnlzk9Av4Bw88QTcf783bETD80RERESiTkNI4kSBho7k5HjFiyVLYPRouOGGyAQnIuJzd771JQAfPtCaUikh/tN3+LBXuHjxRRgwwJtnqJj++RQRERGJNvXAiLEjc1+ELDcX2reHFStg0iQVL0RE8uGcY+KX2Ue3a1c6K/SLPPqoV7z4zW9g1CgVL0RERERiRO/CYuzI8JGQ574oWtRbKrVsWbjssghEJiLif3eM/pL3V3hLp47sl1mwiwwa5E2MfM89YBbG6EREREQkFOqBEUMFWnnkq69g7FjvcZcuKl6IiJzE8s07jxYv3rmjJW3rVgz+5J074ZlnvOEj1arBvfeqeCEiIiISY+qBEUMh976YMwc6dfKWSu3aFVJTIxidiIg/rdyyix6v/ps9B3IBuOdXNbnk/HOCv0BODnToAEuXQrt20KQAk36KiIiISNipgBFjQfe+mDYNuneH6tXhww9VvBARyceeA4e4evico9tPdalPvxbVg7/Axo1w5ZXe98mTVbwQERERiSMqYPhBVhb06weNG8P06VChQqwjEhGJS78dvxSAlheUY8xtzUM7efVqb3LkXbu8QnGrVhGIUEREREQKSnNgxEhIq4+sWgWXXgozZqh4ISJyEu8v/56py7YC8MaApqFf4PvvoUgRmDVLxQsRERGROKQeGFE2ZsFGJi/efLR4cdL5L5yDrVvhvPNg6FA4eBBKlIheoCIiPrLwu58ZNHoRAI91qkeJYiHU57duhcqVoU0bWLNGuVZEREQkTqkHRpRNXryZlVt30Sy9LH/s1jD/+S+cg4cegkaNYNMmb+Z7vaEWEcnXog3b6fHqfACGXF2Xga3Sgz956lS44AJ4+21vW7lWREREJG6pB0YU5V02ddyvW+R/0KFDcPvt8H//B/fcA1WCXKFERCRJdX/l3wBcVqs8t7WuEfyJb70F/ftDRgb86leRCU5EREREwkY9MKJkzIKN/P7dZcApho3s3w+9ennFi6FD4YUXvPHYIiKSr3U/7gag3JkleHNgs+BPHDEC+vb15rr45BNveWoRERERiWvqgRElkxdvBjj5sBGAYcNg4kT461/hvvuiGJ2IiD99k/MfAB7tVDf4kxYuhLvvhs6dYdw4LUstIiIi4hMqYERB3qEjJy1eADz8MDRpAldfHb3gRER8bMqSLQDUqVQ6+JMyM2HSJLjmGiimfwZFRERE/ELjE6LgSO+LfIeObN4MffrAjh1wxhkqXoiIBGnfwVymLvWWTa1VqdSpDz50CO68ExYs8La7dFHxQkRERMRn9O4tQo4slwocXXXkhN4X69ZB+/bw009w//3QLITx2yIiSe6erK8AKF+qBMWLnqIev2+fVyieNAlq1FCuFREREfEp9cCIkCPLpQLUq1z6xN4XS5d6k8ft3g0zZ+oNtYhICPYfyuWjlT8AMP+Rtic/cPdur2fbpEkwfLi3RLWIiIiI+JJ6YERQvcql818u9fPP4aqr4MwzveJF3RAmnxMREfYdOAzA9Zeknbz3xY4dcOWV8OWX8Oab3qojIiIiIuJb6oERAUcm7TypypW9SeTmzVPxQkSkAOZ/uw2AupVPMXlnqVJQs6a3upOKFyIiIiK+px4YEXDSSTvnzYPmzaFqVfjooxhEJiLif/sP5TJo9CIAalQ488QD1q3zerhVrgxjxkQ5OhERERGJFPXACLOTLpn6+utw2WXwwguxC05EJAH89MsBADo2OJfL61Q89sklS7z5hW68MQaRiYiIiEgkqYARZvn2vnj2Wbj9dujQAQYNilFkIiKJYdGG7QBcXqfCsU/Mmwdt2kDx4vDyyzGITEREREQiSQWMMDqh94Vz8LvfweDB/13Cr2TJWIcpIuJr2dv3AJBZvex/d06f7i1LXamSV8i48MIYRSciIiIikaICRhid0Pti7Vp48UW44w4YPRpKlIhhdCIi/jdz9Y/87/urAahy9hneztxcGDLEK1rMmQPVqp3iCiIiIiLiV5rEM8yapZflhiZp3kbt2vDVV953s9gGJiKSAEbNWQ/AXVdcQGrxonD4MBQtClOnej3cypSJcYQiIiIiEinqgRFmKfv3wtVXw8iR3o46dVS8EBEJk1Xf7wbgt1ddCMOGQa9eXg+MypVVvBARERFJcCpghNGZ/9nFkBfu85ZILaIfrYhIOOUedvz0y346NTwXHn4YHnnEG5p3+HCsQxMRERGRKNAQkjCZOPULfjtsEDW2b4bx4+G662IdkohIwvhl/yEaPPEBRQ7ncsPIP8CsyXDXXTB8uArGIiIiIklC7/oKacyCjfR74RMu7tuFaju+59O/vKHihYhImD049IIyUwAAFKpJREFUbjEAf/xgBC1nTYbHHvMmSVbxQkRERCRpqAdGIU1evJmV2w8xu31Pzr3qCq4a2CXWIYmIJIyc3ft5/uM1fLjyBwCu/PMjsPIauPfeGEcmIiIiItGmAkZhLFhA7W+WwQUNuXnoX2MdjYhIwmn17AxSd++k+7rPaf/sw5RtcC60uzzWYYmIiIhIDKjvbUF9/DG0bUv/cc+Dc7GORkQk4cxc/SOld/zEuDGD+dPHI+hQal+sQxIRERGRGFIBoyAmToRrrmH7uVXpfe3vtUyqiEgEbPx8GRPeephae37Cpk2D6tVjHZKIiIiIxJAKGKH6+9/h+uvJqdOANp2GklOqLF0yqsQ6KhGRhHJg8RI63NmT0vv+w4EPPoS2bWMdkoiIiIjEmAoYoXCODWMmsuTCTFq3+z27Ukvxx24NuaFZtVhHJiKSUNZNn8VhjIfueZEzWrWMdTgiIiIiEgc0iWcwnIOdOxmzehdDM26FDLioViW6ZFRR8UJEJJx27ICzz+aV6q2ZcesrjL33ylhHJCIiIiJxQj0wTufwYbjrLrj0Uj6cv4YDxYoz9PqLGffrFipeiIiE04QJUL06uf+ez7+WbOE/KSWpf17pWEclIiIiInEiogUMM+tgZqvNbJ2ZDc7n+RQzGxd4foGZVY9kPCE7eBD69oVXXmHFJW2YtXUfzdLLqnAhIhJuo0bhevViTYXz6T5zGwDN0stSpIgmSRYRERERT8QKGGZWFBgBdATqAX3MrN5xhw0EtjvnagLPA89GKp6Q7dkDXbtCVhZvdbuDa867Bsw0YaeISJhteORJuPVWZp9/EV2ufZzFu416lUszrHujWIcmIiIiInEkknNgNAXWOee+BTCzsUAXYGWeY7oAQwOPJwAvmZk551wE4wrKom43c9FH0/n9VXcztnYHmqWX1ZwXIiJh9vajL9Fz2FDeu/AyXhrwOF1rVuLprg0oqp4XIiIiInKcSBYwqgCb8mxnA81Odoxz7pCZ7QTKAT/lPcjMbgduB6hWLToFhFk33MWMGpmsz2jNH1W4EJEkEItcO7tOU77t/ht+7N6H9/tcEpV7iojEWizyrYhIIvDFKiTOudeA1wAyMzOj0jvjNzdfDjdfHo1biYjEhVjk2hE3NYWbmkbjViIicSMW+VZEJBFEsoCxGaiaZzstsC+/Y7LNrBhQBtgWwZhEJB8HDx4kOzubffv2xTqUpJeamkpaWhrFixePdSgiEmbKtfFDuVZExJ8iWcD4AqhlZul4hYrewA3HHTMFuBmYD/QAZsTD/BciySY7O5uzzjqL6tWrY6a5B2LFOce2bdvIzs4mPT091uGISJgp18YH5VoREf+K2CokzrlDwN3AB8DXwNvOuRVm9pSZdQ4cNgooZ2brgAeBE5ZaFZHI27dvH+XKldMb6hgzM8qVK6dPZ0USlHJtfFCuFRHxr4jOgeGcmwZMO27f43ke7wOuj2QMIhIcvaGOD3odRBKb/sbjg14HERF/ilgPDBERERERERGRcFEBQ0TixqRJkzAzVq1adXTfrFmz6NSp0zHH9e/fnwkTJgDepHiDBw+mVq1aXHzxxbRo0YLp06cXOpZnnnmGmjVrUqdOHT744IN8j3HOMWTIEGrXrk3dunUZPnw4AKtWraJFixakpKTwpz/96ZhzbrnlFipWrEiDBg0KHaOISEEkSq596623aNSoEQ0bNqRly5YsWbIE8IbqNG3alMaNG1O/fn2eeOKJQscpIiLxwRfLqIpIcsjKyqJVq1ZkZWXx5JNPBnXOY489xtatW1m+fDkpKSn88MMPzJ49u1BxrFy5krFjx7JixQq2bNlCu3btWLNmDUWLFj3muDfeeINNmzaxatUqihQpwo8//ghA2bJlGT58OJMmTTrh2v379+fuu++mX79+hYpRRKSgEiXXpqenM3v2bM455xymT5/O7bffzoIFC0hJSWHGjBmUKlWKgwcP0qpVKzp27Ejz5s0LFa+IiMSeChgicown/7WClVt2hfWa9c4rzRPX1j/lMb/88gtz585l5syZXHvttUG9qd6zZw+vv/4669evJyUlBYBKlSrRs2fPQsU7efJkevfuTUpKCunp6dSsWZPPP/+cFi1aHHPcK6+8wpgxYyhSxOvMVrFixaPfK1asyNSpU0+4duvWrfnuu+8KFZ+I+J9ybeFzbcuWLY8e07x5c7KzswFvfotSpUoBXs+RgwcPas4LEZEEoSEkIhIXJk+eTIcOHahduzblypVj0aJFpz1n3bp1VKtWjdKlS5/22AceeICMjIwTvoYNG3bCsZs3b6Zq1apHt9PS0ti8efMJx33zzTeMGzeOzMxMOnbsyNq1a08bh4hILCVqrh01ahQdO3Y8up2bm0tGRgYVK1akffv2NGvW7LSxi4hI/FMPDBE5xuk+vYuUrKws7rvvPgB69+5NVlYWl1xyyUk/NQv107Tnn3++0DEeb//+/aSmprJw4UImTpzILbfcwpw5c8J+HxFJPMq1wTtdrp05cyajRo1i7ty5R/cVLVqUxYsXs2PHDrp168by5cs195CISAJQAUNEYu7nn39mxowZLFu2DDMjNzcXM+O5556jXLlybN++/YTjy5cvT82aNdm4cSO7du067SeDDzzwADNnzjxhf+/evRk8ePAx+6pUqcKmTZuObmdnZ1OlSpUTzk1LS+O6664DoFu3bgwYMCDoNouIRFsi5tqlS5dy6623Mn36dMqVK3fCuWeffTZXXHEF77//vgoYIiIJQENIRCTmJkyYwE033cSGDRv47rvv2LRpE+np6cyZM4datWqxZcsWvv76awA2bNjAkiVLyMjIoGTJkgwcOJD77ruPAwcOAJCTk8P48eNPuMfzzz/P4sWLT/g6/g01QOfOnRk7diz79+9n/fr1rF27lqZNm55wXNeuXY++UZ89eza1a9cO549FRCSsEi3Xbty4keuuu44333zzmPybk5PDjh07ANi7dy8fffQRF154YSF/eiIiEg9UwBCRmMvKyqJbt27H7OvevTtZWVmkpKQwevRoBgwYQEZGBj169GDkyJGUKVMGgKeffpoKFSpQr149GjRoQKdOnYIap30q9evXp2fPntSrV48OHTowYsSIo7PiX3311WzZsgWAwYMH884779CwYUMeeeQRRo4cCcD3339PWloaf/nLX3j66adJS0tj1y5vsr4+ffrQokULVq9eTVpaGqNGjSpUrCIiwUq0XPvUU0+xbds27rzzTjIyMsjMzARg69atXHHFFTRq1IgmTZrQvn37E5aIFRERfzLnXKxjCElmZqZbuHBhrMMQSShff/01devWjXUYEpDf62Fmi5xzmdGKQblWJPyUa+NLPORaUL4VkeRU0HyrHhgiIiIiIiIiEvdUwBARERERERGRuKcChogA4LfhZIlKr4NIYtPfeHzQ6yAi4k8qYIgIqampbNu2TW/oYsw5x7Zt20hNTY11KCISAcq18UG5VkTEv4rFOgARib20tDSys7PJycmJdShJLzU1lbS0tFiHISIRoFwbP5RrRUT8SQUMEaF48eKkp6fHOgwRkYSmXCsiIlI4GkIiIiIiIiIiInFPBQwRERERERERiXsqYIiIiIiIiIhI3DO/zYRtZjnAhijdrjzwU5TuFS1qkz+oTf4QzTad75yrEKV7KdcWntrkD4nYJkjMdkWrTVHNtQBmthtYHc17xpFE/F0Nhdqv9idz++s4584K9STfTeIZ5TfwC51zmdG6XzSoTf6gNvlDIrbpCOXawlGb/CER2wSJ2a5EbFMeqxO4baeU4K/raan9an+yt78g52kIiYiIiIiIiIjEPRUwRERERERERCTuqYBxaq/FOoAIUJv8QW3yh0RsUywk4s9RbfKHRGwTJGa7ErFNRyRy204nmdsOar/an9wK1H7fTeIpIiIiIiIiIslHPTBEREREREREJO6pgCEiIiIiIiIicS/pCxhm1sHMVpvZOjMbnM/zKWY2LvD8AjOrHv0oQxdEux40s5VmttTMPjGz82MRZyhO16Y8x3U3M2dmcb8sUTBtMrOegddqhZmNiXaMoQrid6+amc00s68Cv39XxyLOUJjZ383sRzNbfpLnzcyGB9q81MwujnaMfpCI+Va5Vrk2VpRr/ZVrEzH/hSIRc2UoEjGvhiIRc3AoEjFfBysied05l7RfQFHgG6AGUAJYAtQ77pg7gVcDj3sD42Idd5jadQVQMvD4jnhvVzBtChx3FvAp8BmQGeu4w/A61QK+As4JbFeMddxhaNNrwB2Bx/WA72IddxDtag1cDCw/yfNXA9MBA5oDC2Idc7x9JWK+Va5Vro3zNinXxslXIua/CLTfV7ky3O0PHOebvBqB199XOTgC7fddvg6h/WHP68neA6MpsM45961z7gAwFuhy3DFdgH8EHk8A2pqZRTHGgjhtu5xzM51zewKbnwFpUY4xVMG8VgB/AJ4F9kUzuAIKpk23ASOcc9sBnHM/RjnGUAXTJgeUDjwuA2yJYnwF4pz7FPj5FId0Af7pPJ8BZ5tZ5ehE5xuJmG+Va5VrY0W51l+5NhHzXygSMVeGIhHzaigSMQeHIiHzdbAikdeTvYBRBdiUZzs7sC/fY5xzh4CdQLmoRFdwwbQrr4F4la94dto2BbocVXXOTY1mYIUQzOtUG6htZvPM7DMz6xC16AommDYNBfqaWTYwDbgnOqFFVKh/c8koEfOtcq0/KNcq18ZaIua/UCRirgxFIubVUCRiDg5FsubrYIWc14tFNByJe2bWF8gE2sQ6lsIwsyLAX4D+MQ4l3Irhdau7HO/TiE/NrKFzbkdMoyqcPsAbzrk/m1kL4E0za+CcOxzrwEQiRbk27inXisSBRMmVoUjgvBqKRMzBoVC+DkGy98DYDFTNs50W2JfvMWZWDK9bz7aoRFdwwbQLM2sHDAE6O+f2Rym2gjpdm84CGgCzzOw7vDFUU+J8EqRgXqdsYIpz7qBzbj2wBi/Bx6tg2jQQeBvAOTcfSAXKRyW6yAnqby7JJWK+Va5Vro0V5VqPX3JtIua/UCRirgxFIubVUCRiDg5FsubrYIWc15O9gPEFUMvM0s2sBN6kSVOOO2YKcHPgcQ9ghgvMOBLHTtsuM7sI+BvePxJ+GGd2yjY553Y658o756o756rjjZ/s7JxbGJtwgxLM798kvGo0ZlYer4vdt9EMMkTBtGkj0BbAzOriJemcqEYZflOAfoGZlJsDO51zW2MdVJxJxHyrXKtcGyvKtf7KtYmY/0KRiLkyFImYV0ORiDk4FMmar4MVel4/3Syfif6FN/PpGrzZYYcE9j2FlzjA+wUaD6wDPgdqxDrmMLXrY+AHYHHga0qsYy5sm447dhY+mME5iNfJ8LoVrgSWAb1jHXMY2lQPmIc3C/Ni4MpYxxxEm7KArcBBvE8JBgKDgEF5XqcRgTYv88PvXpz+bvgu3yrXKtfGcZuUa+PoKxHzX5jb77tcGc72H3esL/JqmF9/3+XgMLffd/k6hLaHPa9b4EQRERERERERkbiV7ENIRERERERERMQHVMAQERERERERkbinAoaIiIiIiIiIxD0VMEREREREREQk7qmAISIiIiIiIiJxTwUMiTozyzWzxXm+qp/i2OpmtjwM95xlZqvNbImZzTOzOgW4xiAz6xd43N/Mzsvz3EgzqxfmOL8ws4wgzrnfzEoW9t4ikniUb4OOU/lWRETEB1TAkFjY65zLyPP1XZTue6NzrjHwD+C5UE92zr3qnPtnYLM/cF6e5251zq0MS5T/jfNlgovzfkBvqEUkP8q3p6Z8KyIi4iMqYEhcCHzyN8fMvgx8tcznmPpm9nngU8SlZlYrsL9vnv1/M7Oip7ndp0DNwLltzewrM1tmZn83s5TA/mFmtjJwnz8F9g01s4fMrAeQCbwVuOcZgU/yMgOfGh59Exz45PClAsY5H6iS51qvmNlCM1thZk8G9t2L98Z+ppnNDOy70szmB36O482s1GnuIyJJRPk2X8q3IiIiPqAChsTCGXm6M78b2Pcj0N45dzHQCxiez3mDgBeccxl4b2izzaxu4PhLA/tzgRtPc/9rgWVmlgq8AfRyzjUEigF3mFk5oBtQ3znXCHg678nOuQnAQrxP7jKcc3vzPP1O4NwjegFjCxhnB2BSnu0hzrlMoBHQxswaOeeGA1uAK5xzV5hZeeBRoF3gZ7kQePA09xGRxKV8q3wrIiKSMIrFOgBJSnsDbyrzKg68FBiDnAvUzue8+cAQM0sDJjrn1ppZW+AS4AszAzgD7815ft4ys73Ad8A9QB1gvXNuTeD5fwB3AS8B+4BRZvYe8F6wDXPO5ZjZt2bWHFgLXAjMC1w3lDhLAKWAvD+nnmZ2O97fbWWgHrD0uHObB/bPC9ynBN7PTUSSk/Kt8q2IiEjCUAFD4sUDwA9AY7yeQfuOP8A5N8bMFgDXANPM7NeAAf9wzj0SxD1udM4tPLJhZmXzO8g5d8jMmgJtgR7A3cCvQmjLWKAnsAp41znnzHt3G3ScwCK88dgvAteZWTrwENDEObfdzN4AUvM514CPnHN9QohXRJKL8m2eOFG+FRER8Q0NIZF4UQbY6pw7DNwEnDBe2cxqAN8GuvFOxuva+wnQw8wqBo4pa2bnB3nP1UB1M6sZ2L4JmB0Yw1zGOTcN741+43zO3Q2cdZLrvgt0Afrgvbkm1Didcw54DGhuZhcCpYH/ADvNrBLQ8SSxfAZceqRNZnammeX36aqIJC/l2zyUb0VERPxDBQyJFy8DN5vZErxuwP/J55iewHIzWww0AP4ZmIn+UeBDM1sKfITX3fe0nHP7gAHAeDNbBhwGXsV7c/pe4HpzyX9M8xvAq0cmlTvuutuBr4HznXOfB/aFHGdgrPefgd8655YAX+F9yjgGr5v0Ea8B75vZTOdcDt6M/VmB+8zH+3mKiByhfHtifMq3IiIiPmDeBw8iIiIiIiIiIvFLPTBEREREREREJO6pgCEiIiIiIiIicU8FDBERERERERGJeypgiIiIiIiIiEjcUwFDREREREREROKeChgiIiIiIiIiEvdUwBARERERERGRuPf/3TT3gLhu+AMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 26.3 s, sys: 1.44 s, total: 27.7 s\n",
      "Wall time: 26.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "num_cols = 3\n",
    "num_rows = math.ceil(len(ParameterGrid(param_grid6)) / num_cols)\n",
    "\n",
    "# create a single figure\n",
    "plt.clf()\n",
    "fig,axes = plt.subplots(num_rows,num_cols,sharey=True)\n",
    "fig.set_size_inches(num_cols*5,num_rows*5)\n",
    "\n",
    "for i,g in enumerate(ParameterGrid(param_grid6)):\n",
    "\n",
    "    pipeline.set_params(**g)\n",
    "    pipeline.fit(X_train,y_train)\n",
    "\n",
    "    y_preds = pipeline.decision_function(X_test)\n",
    "    \n",
    "    # fpr means false-positive-rate\n",
    "    # tpr means true-positive-rate\n",
    "    fpr, tpr, _ = metrics.roc_curve(y_test, y_preds)\n",
    "\n",
    "    auc_score = metrics.auc(fpr, tpr)\n",
    "\n",
    "    ax = axes[i // num_cols, i % num_cols]\n",
    "\n",
    "    ax.set_title(str([r\"{}:{}\".format(\n",
    "        k.split('__')[1:],v) for k,v in g.items() if \"gamma\" not in k and \"kernel\" not in k]),fontsize=15)\n",
    "    ax.plot(fpr, tpr, label='AUC = {:.3f}'.format(auc_score))\n",
    "    ax.legend(loc='lower right')\n",
    "\n",
    "    # it's helpful to add a diagonal to indicate where chance \n",
    "    # scores lie (i.e. just flipping a coin)\n",
    "    ax.plot([0,1],[0,1],'r--')\n",
    "\n",
    "    ax.set_xlim([-0.1,1.1])\n",
    "    ax.set_ylim([-0.1,1.1])\n",
    "    ax.set_ylabel('True Positive Rate')\n",
    "    ax.set_xlabel('False Positive Rate')\n",
    "\n",
    "plt.gcf().tight_layout()\n",
    "plt.show()"
   ]
  }
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